YOLO9000: Better, Faster, Stronger

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25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> KingBoyBIT/yolov3test </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-1"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_code_pk" value="14195"> <button type="submit" class="btn btn-danger">- </button> </form> </div> </div> <div class="row"> <div class="col-md-6"> <div class="paper-impl-cell"> <a href="https://github.com/darshans0200/YOLOTest" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> darshans0200/YOLOTest </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-1"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_code_pk" value="22678"> <button type="submit" class="btn btn-danger">- </button> </form> </div> </div> <div class="row"> <div class="col-md-6"> <div class="paper-impl-cell"> <a href="https://github.com/toufiksk/darknet" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> toufiksk/darknet </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-1"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_code_pk" value="12215"> <button type="submit" class="btn btn-danger">- </button> </form> </div> </div> <div class="row"> <div class="col-md-6"> <div class="paper-impl-cell"> <a href="https://github.com/DonCorle0ne/damage_detection" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> DonCorle0ne/damage_detection </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-1"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_code_pk" value="13609"> <button type="submit" class="btn btn-danger">- </button> </form> </div> </div> <div class="row"> <div class="col-md-6"> <div class="paper-impl-cell"> <a href="https://github.com/bharatsush/object_detection" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> bharatsush/object_detection </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-1"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_code_pk" value="12009"> <button type="submit" class="btn btn-danger">- </button> </form> </div> </div> <div class="row"> <div class="col-md-6"> <div class="paper-impl-cell"> <a href="https://github.com/gpandu/YOLO2_ObjectDetection" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 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<div class="paper-impl-cell"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="12284" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="12284" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/glouppe/info8010-deep-learning" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 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/> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="16300" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="16300" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/leon-liangwu/MaskYolo_Caffe" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 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height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 7 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="1965177" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="1965177" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/alcaster/Binary-yolo" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 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class="col-md-2"> <div class="paper-impl-cell"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="1716646" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="1716646" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/youssef-kishk/ROS-Based-Robot-Object-Detection-Recognition" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 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14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> soccergame/darknet </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div 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14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> vantupham/darknet </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div 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7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> vuongtrannguyenkhoi/darknet </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div 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0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> rnirdhar/yoloMultiClass </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="35620" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="35620" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/ghaniskn/GCorp-Darknet" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> ghaniskn/GCorp-Darknet </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> 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25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> zhangxiawen/darknet-master </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 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/> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="1643258" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="1643258" > </div> </div> <div class="radios-version-element"> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> There is no official implementation </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" value="" class="official-pgr-input official-pgr-radio" checked > </div> </div> </div> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> Multiple official implementations </div> </div> <div class="col-md-2 text-center"> <div class="custom-control custom-switch"> <input type="checkbox" class="custom-control-input" id="official-pgr-multiple-switch"> <label class="custom-control-label" for="official-pgr-multiple-switch" id="official-pgr-multiple-switch-label"></label> </div> </div> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary">Submit </button> </div> </form> </div> </div> </div>  <div class="modal fade" id="addRow" role="dialog" aria-labelledby="addRowLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addRowLabel">Add a new evaluation result row</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <div id="div_id_task" class="form-group"> <label for="id_task" class=" requiredField"> Task:<span class="asteriskField">*</span> </label> <div class=""> <select name="task" class="select form-control" required id="id_task"> <option value="" selected>---------</option> <option value="739">Object Counting</option> <option value="5361">Object</option> <option value="785">3D Object Detection</option> <option value="1592">General Classification</option> <option value="741">Real-Time Object Detection</option> <option value="4">Object Detection</option> </select> </div> </div> <div class="add-task-hint"> Not in the list? <a href="#addTask" data-bs-toggle="modal" data-bs-dismiss="modal">Add a task.</a> </div> <div id="div_id_dataset" class="form-group"> <label for="id_dataset" class=" requiredField"> Dataset:<span class="asteriskField">*</span> </label> <div class=""> <select name="dataset" class="modelselect2 form-control" required id="id_dataset" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_model_name" class="form-group"> <label for="id_model_name" class=" requiredField"> Model name:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="model_name" class="textinput textInput form-control" required id="id_model_name"> </div> </div> <div id="div_id_metric" class="form-group"> <label for="id_metric" class=" requiredField"> Metric name:<span class="asteriskField">*</span> </label> <div class=""> <select name="metric" class="modelselect2 form-control" required id="id_metric" data-autocomplete-light-language="en" data-autocomplete-light-url="/metric-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="sota-metric-names"> </div> <div class="form-group"> <div id="div_id_metric_higher_is_better" class="form-check"> <input type="checkbox" name="metric_higher_is_better" class="checkboxinput form-check-input" id="id_metric_higher_is_better"> <label for="id_metric_higher_is_better" class="form-check-label"> Higher is better (for the metric) </label> </div> </div> <div id="div_id_metric_value" class="form-group"> <label for="id_metric_value" class=" requiredField"> Metric value:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="metric_value" class="textinput textInput form-control" required id="id_metric_value"> </div> </div> <div id="sota-metric-values"> </div> <div class="form-group"> <div id="div_id_uses_additional_data" class="form-check"> <input type="checkbox" name="uses_additional_data" class="checkboxinput form-check-input" id="id_uses_additional_data"> <label for="id_uses_additional_data" class="form-check-label"> Uses extra training data </label> </div> </div> <div id="div_id_evaluated_on" class="form-group"> <label for="id_evaluated_on" class=""> Data evaluated on </label> <div class=""> <input type="text" name="evaluated_on" value="2016-12-25" autocomplete="off" class="dateinput form-control" id="id_evaluated_on"> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div>  <div class="modal fade" id="removeRow" role="dialog" aria-labelledby="removeRowLabel" aria-hidden="true"> <div class="modal-dialog modal-lg" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeRowLabel">Add a new evaluation result row</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <div class="sota-table"> <table class="table-striped"> <tr> <th>TASK</th> <th>DATASET</th> <th>MODEL</th> <th>METRIC NAME</th> <th>METRIC VALUE</th> <th>GLOBAL RANK</th> <th class="text-center">EXTRA<br/>DATA </th> <th>REMOVE</th> </tr> <tr> <td> Object Counting </td> <td> CARPK </td> <td> YOLO9000opt (2017) </td> <td> MAE </td> <td> 130.40 </td> <td> # 13 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="close"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M289.94 256l95-95A24 24 0 0 0 351 127l-95 95-95-95a24 24 0 0 0-34 34l95 95-95 95a24 24 0 1 0 34 34l95-95 95 95a24 24 0 0 0 34-34z"/></svg></span> </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_row_pk" value="14501"> <input type="hidden" name="remove_metric_pk" value="3958"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Object Counting </td> <td> CARPK </td> <td> YOLO9000opt (2017) </td> <td> RMSE </td> <td> 172.46 </td> <td> # 13 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="close"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M289.94 256l95-95A24 24 0 0 0 351 127l-95 95-95-95a24 24 0 0 0-34 34l95 95-95 95a24 24 0 1 0 34 34l95-95 95 95a24 24 0 0 0 34-34z"/></svg></span> </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_row_pk" value="14501"> <input type="hidden" name="remove_metric_pk" value="3959"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Object Detection </td> <td> PASCAL VOC 2007 </td> <td> YOLO v2 </td> <td> MAP </td> <td> 78.6% </td> <td> # 15 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="checkmark"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M416 128L192 384l-96-96"/></svg></span> </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_row_pk" value="2189"> <input type="hidden" name="remove_metric_pk" value="280"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Object Detection </td> <td> UA-DETRAC </td> <td> YOLOv2 </td> <td> mAP </td> <td> 57.72 </td> <td> # 8 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="close"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M289.94 256l95-95A24 24 0 0 0 351 127l-95 95-95-95a24 24 0 0 0-34 34l95 95-95 95a24 24 0 1 0 34 34l95-95 95 95a24 24 0 0 0 34-34z"/></svg></span> </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_row_pk" value="39573"> <input type="hidden" name="remove_metric_pk" value="13837"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> </table> </div> </div> </form> </div> </div> </div>  <div class="modal fade" id="addTask" role="dialog" aria-labelledby="addTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addTaskLabel">Add a task</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div class="current-tasks-title">Attached tasks:</div> <ul class="list-unstyled"> <li> <a href="/task/3d-object-detection"> <span class="badge badge-primary">3D OBJECT DETECTION</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/classification"> <span class="badge badge-primary">GENERAL CLASSIFICATION</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/object"> <span class="badge badge-primary">OBJECT</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/object-counting"> <span class="badge badge-primary">OBJECT COUNTING</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/object-detection"> <span class="badge badge-primary">OBJECT DETECTION</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/real-time-object-detection"> <span class="badge badge-primary">REAL-TIME OBJECT DETECTION</span> </a> </li> </ul> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <div id="div_id_task" class="form-group"> <label for="id_task" class=""> Add: </label> <div class=""> <select name="task" class="modelselect2 form-control" id="id_task" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-task-form-toggle"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Create a new task</a>. </div> <div id="new-task-form" style="display: none"> <div id="div_id_new_task_name" class="form-group"> <label for="id_new_task_name" class=""> New task name: </label> <div class=""> <input type="text" name="new_task_name" maxlength="200" class="textinput textInput form-control" id="id_new_task_name"> </div> </div> <div id="div_id_new_task_area" class="form-group"> <label for="id_new_task_area" class=""> Top-level area: </label> <div class=""> <select name="new_task_area" class="select form-control" id="id_new_task_area"> <option value="" selected>---------</option> <option value="17">Adversarial</option> <option value="18">Audio</option> <option value="11">Computer Code</option> <option value="3">Computer Vision</option> <option value="9">Graphs</option> <option value="15">Knowledge Base</option> <option value="7">Medical</option> <option value="6">Methodology</option> <option value="5">Miscellaneous</option> <option value="12">Music</option> <option value="4">Natural Language Processing</option> <option value="13">Playing Games</option> <option value="14">Reasoning</option> <option value="16">Robots</option> <option value="10">Speech</option> <option value="8">Time Series</option> </select> </div> </div> <div id="div_id_new_task_parent" class="form-group"> <label for="id_new_task_parent" class=""> Parent task (if any): </label> <div class=""> <select name="new_task_parent" class="modelselect2 form-control" id="id_new_task_parent" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-and-tag-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_task_desc" class="form-group"> <label for="id_new_task_desc" class=""> Description: </label> <div class=""> <textarea name="new_task_desc" cols="40" rows="3" class="textarea form-control" id="id_new_task_desc"> </textarea> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeTask" tabindex="-1" role="dialog" aria-labelledby="removeTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeTaskLabel">Remove a task</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/3d-object-detection"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000785-645bd197.jpg"> <span>3D Object Detection</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_task_pk" value="785"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000001592-811f0118_3TU7fCb.jpg"> <span>General Classification</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_task_pk" value="1592"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/object"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Object</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_task_pk" value="5361"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/object-counting"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Object Counting</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_task_pk" value="739"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/object-detection"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/b72ce63a-6ec5-4dc1-9d9c-f3a5c7d9629c.jpg"> <span>Object Detection</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_task_pk" value="4"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/real-time-object-detection"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000741-47d0617a.jpg"> <span>Real-Time Object Detection</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_task_pk" value="741"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> </div> </form> </div> </div> </div>  <div class="modal fade" id="addMethod" role="dialog" aria-labelledby="addMethodLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addMethodLabel">Add a method</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div class="current-methods-title">Attached methods:</div> <ul class="list-unstyled"> <li> <a href="/method/colorjitter"> <span class="badge badge-primary">COLORJITTER</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/darknet-19"> <span class="badge badge-primary">DARKNET-19</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/fast-yolov2"> <span class="badge badge-primary">FAST-YOLOV2</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/non-maximum-suppression"> <span class="badge badge-primary">NON MAXIMUM SUPPRESSION</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/polynomial-rate-decay"> <span class="badge badge-primary">POLYNOMIAL RATE DECAY</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/randomresizedcrop"> <span class="badge badge-primary">RANDOM RESIZED CROP</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/sgd-with-momentum"> <span class="badge badge-primary">SGD WITH MOMENTUM</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/softmax"> <span class="badge badge-primary">SOFTMAX</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/ssd"> <span class="badge badge-primary">SSD</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/step-decay"> <span class="badge badge-primary">STEP DECAY</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/weight-decay"> <span class="badge badge-primary">WEIGHT DECAY</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/method/yolov2"> <span class="badge badge-primary">YOLOV2</span> </a> </li> </ul> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <div id="div_id_method" class="form-group"> <label for="id_method" class=""> Add: </label> <div class=""> <select name="method" class="modelselect2 form-control" id="id_method" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-method-form-toggle"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Create a new method</a>. </div> <div id="new-method-form" style="display: none"> <div id="div_id_new_method_name" class="form-group"> <label for="id_new_method_name" class=""> <b>New method name</b> (e.g. ReLU): </label> <div class=""> <input type="text" name="new_method_name" maxlength="200" minlength="2" class="textinput textInput form-control" id="id_new_method_name"> </div> </div> <div id="div_id_new_method_full_name" class="form-group"> <label for="id_new_method_full_name" class=""> <b>New method full name</b> (e.g. Rectified Linear Unit): </label> <div class=""> <input type="text" name="new_method_full_name" maxlength="200" minlength="2" class="textinput textInput form-control" id="id_new_method_full_name"> </div> </div> <div id="div_id_new_method_paper" class="form-group"> <label for="id_new_method_paper" class=""> <b>Paper where method was first introduced</b>: </label> <div class=""> <select name="new_method_paper" class="modelselect2 form-control" id="id_new_method_paper" data-autocomplete-light-language="en" data-autocomplete-light-url="/paper-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_method_collection" class="form-group"> <label for="id_new_method_collection" class=""> <b>Method category</b> (e.g. Activation Functions): <i>If no match, add something for now then you can add a new category afterwards.</i> </label> <div class=""> <select name="new_method_collection" class="modelselect2 form-control" id="id_new_method_collection" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-collection-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_method_desc" class="form-group"> <label for="id_new_method_desc" class=""> <b>Markdown description</b> (optional; $\LaTeX$ enabled): <i>You can edit this later, so feel free to start with something succinct.</i> </label> <div class=""> <textarea name="new_method_desc" cols="40" rows="10" class="textarea form-control" id="id_new_method_desc"> </textarea> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeMethod" tabindex="-1" role="dialog" aria-labelledby="removeMethodLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeMethodLabel">Remove a method</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="/method/colorjitter"> <span class="badge badge-primary">COLORJITTER</span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_method_pk" value="633"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="/method/darknet-19"> <span class="badge badge-primary">DARKNET-19</span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_method_pk" value="240"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="/method/fast-yolov2"> <span class="badge badge-primary">FAST-YOLOV2</span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_method_pk" value="1120"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="/method/non-maximum-suppression"> <span class="badge badge-primary">NON MAXIMUM SUPPRESSION</span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_method_pk" value="380"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="/method/polynomial-rate-decay"> <span class="badge badge-primary">POLYNOMIAL RATE DECAY</span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" name="remove_method_pk" value="197"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="/method/randomresizedcrop"> <span class="badge badge-primary">RANDOM RESIZED CROP</span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="M6vlIXEoFkfXyFo6bjrqMnZTBPrELSDHl8RVG9nJY0gk3tjpk5Lfjhre2egVYVIx"> <input type="hidden" 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xmlns="http://www.w3.org/2000/svg"><path d="M256 9.998c137 0 248 111 248 248s-111 248-248 248-248-111-248-248 111-248 248-248zm144 276v-56c0-6.6-5.4-12-12-12h-92v-92c0-6.6-5.4-12-12-12h-56c-6.6 0-12 5.4-12 12v92h-92c-6.6 0-12 5.4-12 12v56c0 6.6 5.4 12 12 12h92v92c0 6.6 5.4 12 12 12h56c6.6 0 12-5.4 12-12v-92h92c6.6 0 12-5.4 12-12z"/></svg></span> Add a new dataset here </a> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="edit-datasets"> Save </button> </div> </form> </div> </div> </div> </template> <div class="container content content-buffer "> <main> <div class="paper-title"> <div class="row"> <div class="col-md-12"> <h1> YOLO9000: Better, Faster, Stronger </h1> <div class="authors"> <p> <span class="item-conference-link"> <a href="/conference/cvpr-2017-7"> CVPR 2017 </a> </span>  ·  <span class="author-span"> <a href="/author/joseph-redmon">Joseph Redmon</a></span>, <span class="author-span"> <a href="/author/ali-farhadi">Ali Farhadi</a></span> <span class="hidden-element">· </span><button type="button" class="badge-edit" data-bs-toggle="modal" data-bs-toggle="modal" data-bs-target="#loginModal"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> <span>Edit social preview</span> </button> </p> </div> </div> </div> </div> <div class="paper-abstract"> <div class="row"> <div class="col-md-12"> <p> We introduce YOLO9000, a state-of-the-art, real-time object detection system that can detect over 9000 object categories. First we propose various improvements to the YOLO detection method, both novel and drawn from prior work. The improved model, YOLOv2, is state-of-the-art on standard detection tasks like PASCAL VOC and COCO. At 67 FPS, YOLOv2 gets 76.8 mAP on VOC 2007. At 40 FPS, YOLOv2 gets 78.6 mAP, outperforming state-of-the-art methods like Faster RCNN with ResNet and SSD while still running significantly faster. Finally we propose a method to jointly train on object detection and classification. Using this method we train YOLO9000 simultaneously on the COCO detection dataset and the ImageNet classification dataset. Our joint training allows YOLO9000 to predict detections for object classes that don't have labelled detection data. We validate our approach on the ImageNet detection task. YOLO9000 gets 19.7 mAP on the ImageNet detection validation set despite only having detection data for 44 of the 200 classes. On the 156 classes not in COCO, YOLO9000 gets 16.0 mAP. But YOLO can detect more than just 200 classes; it predicts detections for more than 9000 different object categories. And it still runs in real-time. </p> <a href="https://arxiv.org/pdf/1612.08242v1.pdf" onclick="captureOutboundLink('https://arxiv.org/pdf/1612.08242v1.pdf'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file-pdf"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416zm250.2-143.7c10.5 10.5 8 38.7-17.5 38.7-14.8 0-36.9-6.8-55.8-17-21.6 3.6-46 12.7-68.4 20.1-50.1 86.4-79.4 47-76.1 31.2 4-20 31-35.9 51-46.2 10.5-18.4 25.4-50.5 35.4-74.4-7.4-28.6-11.4-51-7-67.1 4.8-17.7 38.4-20.3 42.6 5.9 4.7 15.4-1.5 39.9-5.4 56 8.1 21.3 19.6 35.8 36.8 46.3 17.4-2.2 52.2-5.5 64.4 6.5zm-198.1 77.8c0 .7 11.4-4.7 30.4-35-5.9 5.5-25.299 21.3-30.4 35zm81.6-190.6c-2.5 0-2.6 26.9 1.8 40.8 4.9-8.7 5.6-40.8-1.8-40.8zm-24.4 136.6c15.9-6.1 34-14.9 54.8-19.2-11.199-8.3-21.8-20.4-30.1-35.5-6.7 17.7-15 37.8-24.7 54.7zm131.6-5c3.6-2.4-2.2-10.4-37.3-7.8 32.3 13.8 37.3 7.8 37.3 7.8z"/></svg></span> <span>PDF</span> </a> <a href="https://arxiv.org/abs/1612.08242v1" onclick="captureOutboundLink('https://arxiv.org/abs/1612.08242v1'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416z"/></svg></span> <span>Abstract</span> </a> <a href="http://openaccess.thecvf.com/content_cvpr_2017/papers/Redmon_YOLO9000_Better_Faster_CVPR_2017_paper.pdf" 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136.6c15.9-6.1 34-14.9 54.8-19.2-11.199-8.3-21.8-20.4-30.1-35.5-6.7 17.7-15 37.8-24.7 54.7zm131.6-5c3.6-2.4-2.2-10.4-37.3-7.8 32.3 13.8 37.3 7.8 37.3 7.8z"/></svg></span> <span> CVPR 2017 PDF </span> </a> <a href="http://openaccess.thecvf.com/content_cvpr_2017/html/Redmon_YOLO9000_Better_Faster_CVPR_2017_paper.html" onclick="captureOutboundLink('http://openaccess.thecvf.com/content_cvpr_2017/html/Redmon_YOLO9000_Better_Faster_CVPR_2017_paper.html'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416z"/></svg></span> <span>CVPR 2017 Abstract</span> </a> </div> </div> </div> <div class="row"> <div class="col-md-7 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1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> AlexeyAB/darknet </a> </div> <div class="additional-options"> <table> <tr> <td>↳ Quickstart in </td> <td> <div class="colab-logo"> <a href="https://colab.research.google.com/drive/12QusaaRj_lUwCGDvQNfICpa7kA7_a2dE" onclick="captureOutboundLink('https://colab.research.google.com/drive/12QusaaRj_lUwCGDvQNfICpa7kA7_a2dE'); return true;" class="badge badge-primary"> <img src="data:image/png;base64,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"> Colab </a> </div> </td> </tr> </table> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 21,903 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbYAAABiBAMAAADO/+vOAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAMFBMVEVHcExBUGZCUGZKUmNCUGZCUGZCUGb/igD/jwD/hwD/iwBCUGb/kAD/hAD/mwD/eABjkbvFAAAAC3RSTlMAxZ4pVHvkPbaF3mTG43EAAAjMSURBVHja7Zy/b9tGFMdPImlD8CLXyaRFdRIvWhQrCVJosRMnixblh7NwcWNXixYDXRwvCZChQNGm3rq06RhkSGLJNhf9A2khc81iQWtaCJqDAILK+/2LEk+2AsQEr4BDU7w7fu579967d1YBSEpSkpKUpCSFlh/BdlzRbn4AP+/FEy3T+QB++SeWys2+gWwn74uxRDsJ2Nrtv2OHZv3a6RxD3U7iB/dnp0N0a7dfxQtttwML1A3C/RQvtEEwJZFuEK73LD5oO92BpFu7Fxs3lxkOoG4drpv/X0zcXOZdp9uFsh1z3fyPsYCbfTccIjRBt16v/zEOaL8Nu12sG19vvu/3/z3/bH8Nh4PBQLGTgW5+/1UM0LpDIpusW79/zt3c7jAoAdqA2cljplu/f67d3A5EGxDdTlTd+v1z7OYywyGBU/wbLJBNdnOLeslP/6WWlS4ASM/Pz184FdqAognrrY3IgiK6Oaull/3ps1WULgBIBT+PJmzlKZYN+gDZTgZTskfono1nO/ja2QIfIPk3n+sWxfa169btDvGcZHbS96kxiYNuEE6xk34sdBsMBgMpnvTbvX5MdOsOFDvZY1NSct9ruNwNuvLI9cqXYTta4+WMun1+ItvJ9ndhdpIW2FXjyzndijYdzqTbXqYj20mwE2InzyXbc5CR4xI/CDTjwfYKpsvleDL48GUc2F7D6Ksj7QN8aBVfGLLd+XZ+8Tb9pVQqIpN6f3FdNDPXlN+DJ+6sPywqDV9fvFKMZrPX19eKZmyfUGQp7996aEP+1oTNLiBDfZH8Cn8rguU6vHeJcSxJz8CyCm94l8lvaYRzNfhZjWKz7qGauG27Vqs9xvdnarUtfHU3uFlFbJ+2AdVNsJM4lDZgs3LEC20JbA65V1We4WP/SK6F2JyWAZtVIDUXqMf12ExuiMMbsH3Gcb5mJxlcBNtd5mLxbgdirFCWJn7GZc8skFpXlTuQ7dAlrYxl422hgasjDkqEH6mjq4CNbD4VO9kj83knis3h4UOTdXGP3VtRnvFwu7Z6B7I1WwZsaV6zQbtbYUQrVMsGZHtOd3KKnXxNUw4RbK4QG1VpZ7xsqM9saFHVgfzKEWxi81nSUp4NF7sKHn7KMlmqbiwN9HIsGxGgzt9SZjuiUah3ZT3HxJXiUiScKZsj1oRtzdHxctjIYbsEnvAduJLnalO9ZvfGsd2ALf5QBNfr9BZeahdLJWzOSF/eCrUCkGQGTanbpVts+E3ZkODN26VVOuNT9NkZNropNj1E3eT85Og0EGcr0Ks0XV0FZv0qBAX2usmeqZJJiuRCJuWQsXlX1qATHMOGhrBIB3UDywUbAGVmh+eYXRuhW7APGH3awdgsOu6YKUv+xfbBIbgV5gxy+H2UWlTblleNiksc2R4f4baabFE3aPUVTTc5P9n/WIxiS3PTVyYvVOAvRmRymZl28V7W4U4pRfgR22bo/u1AYJvhRuwG3tlBJYW1UARifyPsZBvCbUexzXG/kyaTI8dnBLnkfRH+GcETEwnZlB7PJihqkxo54ta4qc6pwW5Gz08asFV4UsEmk6PA2cg0dXmAAiSJAZc5LUZxo9kKbDLjpZdlM9DmbkGLq/X11h9tTVKi58xyBRoym8t73xSru8IbVrDcaR7EjGOrC8Pk4sVbxreCBrwCGmiLWpcxdtJEt5zQF1lEOtucFDYrtcisNmOzxJkrTPAs+ueogqAcLUGl+TeYL4nUDfb1oIQLWds5jQ3b92+46aoLb5jCUGZsdovFjHhUiOL7iPRgjjWVBRF20o/UTct7heoGcNTC6VqCISMLTWNrzNOSldk8xS/YGD/oayONPp1Rl7dmJ32/F62bxlYMZbtBP77EbSNlI/5AYwv1b47K1mSmIxi/vI3aLasuQMuXoLxyFJttxmbV6ecXGBsQ2FqTsDFrSqsgk2+haY4Uqwj8IHT/htKT26dg09ebGOFuAmXVnJ3NhSwOaiUH+ysILYXaSf+PKeoGcChNw9sp6UbnJJqDKXTtwno51QVodtJ64Ruut3mhjGID9hJhOwxh807NRuOw6hxquQx/6nl8NS4Bsy98MzYlaR7OBsA1TOeF2EljNslO0sgNVs1XUA2onq3ucMLyk7NvzfybwpYbwUYnZlX3bw1TNivEvyHgjQLqCerqaC4gLD+ZiWarq1ul0brR5blhFpeE73FC4hIEfFBHLcLLVX24w/KTN43iyX1jNhpam8ST4WxqPLlPBrhJZnlwuSRIG24n22NTtozN1XPZGttMrVbb4PUO5Hcno2PI5gqLKUdHqCBnvfR0fnh+MoqtzPemANwKX29z/E3TPLxt6vs3A7Yyj/Ftllmr8LRuRcnwhsclZmzplrjJyYfqlpL3r2SzRgxlWth3G7CllB07W7JiQkg7yg05xzFgs1piprIRyubIeQeywyI7OlfIlxiw2XKmpckpefpOcwGn1E3Iaq0KuSDZljASm5rVAsnqgWUxz2XAhmY8ynMtc4GclpR21Sx3qJ00YMMh/uP1O0stPV/i8pxC63LgvXPUhKOp4z1U8pMmbGWSn7xV5xAWz86DVojHPaWdVHY5+VDdUmLueUxe2YRNyis3hL2ux41nqzgVOynvkZvh/o1vcdgyE2sdggnYpJT8puBHhBMjD0xnveE1JB5Sjdubhp3jtIoTsYnnOEXZ/9M52wRTsZPSSdrWyHiyoJzRibgLYCI2QfK8mBPc5w8ejtHteBLdyOEuPPEYHXPJZ53S2dYWmJCNtXVB+jTLt0z74CzrDf6pJj+7vp4jhhCV+4uLi8RQrQaP5YUz6u8fCCf5+PyR1nLEFmG9Ba1DymI9Es67ceUgqiNdWsFlHoy3k/5Ef+5wbS3y7wastbUSiPw7BbNiT1hT3XeDGJWJ7OS5Y5PsZC/GusVqTqKvZPL1Fq8vZaKv0lLdXoN4ldk3TLf4fQk6g7/ffdx+vw3iB4d1i+f/dGAHsrX3QCzLbsD2DMS0/B78l5SkJCUpSUlKUpKSlGmW/wErOKTxUOS81gAAAABJRU5ErkJggg==" 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/longcw/yolo2-pytorch" onclick="captureOutboundLink('https://github.com/longcw/yolo2-pytorch'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> longcw/yolo2-pytorch </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 1,555 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="table-options"> <a href="#" id="implementations-see-more-trigger">See all 230</a> implementations </div> </div> <div id="implementations-full-list" style="display:none"> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/AlexeyAB/darknet" onclick="captureOutboundLink('https://github.com/AlexeyAB/darknet'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> AlexeyAB/darknet </a> </div> <div class="additional-options"> <table> <tr> <td>↳ Quickstart in </td> <td> <div class="colab-logo"> <a href="https://colab.research.google.com/drive/12QusaaRj_lUwCGDvQNfICpa7kA7_a2dE" onclick="captureOutboundLink('https://colab.research.google.com/drive/12QusaaRj_lUwCGDvQNfICpa7kA7_a2dE'); return true;" class="badge badge-primary"> <img src="data:image/png;base64,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"> Colab </a> </div> <td> </td> </tr> </table> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 21,903 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" 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4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> PaddlePaddle/PaddleDetection </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 13,068 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/paddle-551b4bd3.png" /> </div> </div> </div> <div class="row"> <div 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1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 277 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/zhreshold/mxnet-yolo" onclick="captureOutboundLink('https://github.com/zhreshold/mxnet-yolo'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 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onclick="captureOutboundLink('https://github.com/dwaithe/yolov2'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 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xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> tianhai123/yolov3 </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 17 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/yuanxy92/darknet" onclick="captureOutboundLink('https://github.com/yuanxy92/darknet'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> yuanxy92/darknet </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 17 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/preste-ai/camera_ai_whiteboard" onclick="captureOutboundLink('https://github.com/preste-ai/camera_ai_whiteboard'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/HSRW-EMRP-WS1920-Drone/object_detection_and_landing" onclick="captureOutboundLink('https://github.com/HSRW-EMRP-WS1920-Drone/object_detection_and_landing'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> HSRW-EMRP-WS1920-Drone/object_detec… </a> </div> <div class="additional-options"> <table> <tr> <td>↳ Quickstart in </td> <td> <div class="colab-logo"> <a href="https://colab.research.google.com/drive/1lTGZsfMaGUpBG4inDIQwIJVW476ibXk_#scrollTo=Cqo1gtPX6BXO" onclick="captureOutboundLink('https://colab.research.google.com/drive/1lTGZsfMaGUpBG4inDIQwIJVW476ibXk_#scrollTo=Cqo1gtPX6BXO'); return true;" class="badge badge-primary"> <img 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Colab </a> </div> <td> </td> </tr> </table> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 11 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/manishravula/yolov3_tiny_pruned" onclick="captureOutboundLink('https://github.com/manishravula/yolov3_tiny_pruned'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 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onclick="captureOutboundLink('https://github.com/samson6460/tf2_YOLO'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 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src="data:image/png;base64,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"> Colab </a> </div> <td> </td> </tr> </table> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 10 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/eavise-kul/lightnet" onclick="captureOutboundLink('https://github.com/eavise-kul/lightnet'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 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0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> gunooknam/Code_Study_Yolov3 </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 1 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/parth-shastri/YOLOv2" onclick="captureOutboundLink('https://github.com/parth-shastri/YOLOv2'); 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</div> </h2> <hr/> </div> </div> <div class="paper-tasks"> <div class="row"> <div class="col-md-12"> <a href="/task/3d-object-detection"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000785-645bd197.jpg"> <span>3D Object Detection</span> </span> </a> <a href="/task/classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000001592-811f0118_3TU7fCb.jpg"> <span>General Classification</span> </span> </a> <a href="/task/object"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Object</span> </span> </a> <a href="/task/object-counting"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Object Counting</span> </span> </a> <a href="/task/object-detection"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/b72ce63a-6ec5-4dc1-9d9c-f3a5c7d9629c.jpg"> <span>Object Detection</span> </span> </a> <a href="/task/real-time-object-detection"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000741-47d0617a.jpg"> <span>Real-Time Object Detection</span> </span> </a> </div> </div> </div> </div> </div> </div> <div class="row"> <div class="col-md-12 paper-section paper-evaluation-section-title" id="datasets"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding-datasets"> <h2>Datasets <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="datasetEditMenu" data-bs-toggle="modal" data-bs-target="#loginModal" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> </div> </div> </h2> <hr/> </div> </div> <div class="paper-datasets"> <div class="row"> <div class="col-md-12"> <span class="badge badge-primary"> <a href="/dataset/imagenet"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000000008-1b6fa173.jpg"> ImageNet </a> </span> <span class="badge badge-primary"> <a href="/dataset/coco"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/27f0ed21-ec80-4342-bb0d-e48703699519.jpg"> MS COCO </a> </span> <span class="badge badge-primary"> <a href="/dataset/openlane-v1"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/4797afe2-c849-4969-a7fc-6b87e9022844.jpg"> ssd </a> </span> <span class="badge badge-primary"> <a href="/dataset/pascal-voc-2007"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000000380-c8fc619c.jpg"> PASCAL VOC 2007 </a> </span> <span class="badge badge-primary"> <a href="/dataset/carpk"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000001963-3182ef43.jpg"> CARPK </a> </span> <span class="badge badge-primary"> <a href="/dataset/ua-detrac"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000004496-cb8008fe.jpg"> UA-DETRAC </a> </span> </div> </div> </div> </div> </div> </div>  <div class="row"> <div id="results" class="col-md-12 paper-evaluation-section-title"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding"> <h2>Results from the Paper <div class="float-right"> <div class="edit-button"> <a class="dropdown-toggle badge badge-edit" id="evalEditMenu" href="/paper/yolo9000-better-faster-stronger/review/"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </a> </div> </div> </h2> <hr/> <div class="paper-evaluation-badge"> <div class="sota"> <p> <a href="/sota/object-detection-on-ua-detrac"> <img style="height:20px;width:35px;position:relative;top:1px;" src="https://production-media.paperswithcode.com/sota-thumbs/object-detection-on-ua-detrac-small_58783632.png"/> </a> Ranked #8 on <a href="/sota/object-detection-on-ua-detrac"> Object Detection on UA-DETRAC </a> </p> </div>      <a href="#" class="get-badge-button float-right" data-bs-toggle="modal" data-bs-target="#badgeModal"> <span class=" icon-wrapper icon-fa icon-fa-light" data-name="arrow-to-right"><svg viewBox="0 0 448 520.146" xmlns="http://www.w3.org/2000/svg"><path d="M215 100.5c4.7-4.7 12.3-4.7 17 0l148.6 148c4.7 4.7 4.7 12.3 0 17l-148.5 148c-4.7 4.7-12.3 4.7-17 0l-7.1-7.1c-4.7-4.7-4.7-12.3 0-17L323.9 274H12c-6.6 0-12-5.4-12-12v-10c0-6.6 5.4-12 12-12h311.9l-116-115.4a12.01 12.01 0 0 1 0-17zM448 77v360c0 6.6-5.4 12-12 12h-8c-6.6 0-12-5.4-12-12V77c0-6.6 5.4-12 12-12h8c6.6 0 12 5.4 12 12z"/></svg></span> Get a GitHub badge </a> </div> </div> </div> </div> </div> </div> <div class="paper-evaluation-section" id="evaluation"> <div class="row"> <div class="col-md-12"> <div class="sota-table table-responsive"> <table class="table-striped"> <tr> <th>Task</th> <th>Dataset</th> <th>Model</th> <th>Metric Name</th> <th>Metric Value</th> <th>Global Rank</th> <th class="text-center">Uses Extra<br/>Training Data </th> <th>Result</th> <th>Benchmark</th> </tr> <tr> <td rowspan="2" class="rowspan-td"> Object Counting </td> <td rowspan="2" class="rowspan-td"> CARPK </td> <td rowspan="2" class="rowspan-td model-col"> YOLO9000opt (2017) </td> <td style="vertical-align: top; padding-top: 18px;"> MAE </td> <td> 130.40 </td> <td> # 13 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="close"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M289.94 256l95-95A24 24 0 0 0 351 127l-95 95-95-95a24 24 0 0 0-34 34l95 95-95 95a24 24 0 1 0 34 34l95-95 95 95a24 24 0 0 0 34-34z"/></svg></span> </td> <td class="results-icon"> <a href="/paper/yolo9000-better-faster-stronger/review/?hl=14501"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/object-counting-on-carpk" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> RMSE </td> <td> 172.46 </td> <td> # 13 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="close"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M289.94 256l95-95A24 24 0 0 0 351 127l-95 95-95-95a24 24 0 0 0-34 34l95 95-95 95a24 24 0 1 0 34 34l95-95 95 95a24 24 0 0 0 34-34z"/></svg></span> </td> <td class="results-icon"> <a href="/paper/yolo9000-better-faster-stronger/review/?hl=14501"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/object-counting-on-carpk" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="1" class="rowspan-td"> Object Detection </td> <td rowspan="1" class="rowspan-td"> PASCAL VOC 2007 </td> <td rowspan="1" class="rowspan-td model-col"> YOLO v2 </td> <td style="vertical-align: top; padding-top: 18px;"> MAP </td> <td> 78.6% </td> <td> # 15 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="checkmark"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M416 128L192 384l-96-96"/></svg></span> </td> <td class="results-icon"> <a href="/paper/yolo9000-better-faster-stronger/review/?hl=2189"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/object-detection-on-pascal-voc-2007" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="1" class="rowspan-td"> Object Detection </td> <td rowspan="1" class="rowspan-td"> UA-DETRAC </td> <td rowspan="1" class="rowspan-td model-col"> YOLOv2 </td> <td style="vertical-align: top; padding-top: 18px;"> mAP </td> <td> 57.72 </td> <td> # 8 </td> <td class="text-center"> <span class=" icon-wrapper icon-ion" data-name="close"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M289.94 256l95-95A24 24 0 0 0 351 127l-95 95-95-95a24 24 0 0 0-34 34l95 95-95 95a24 24 0 1 0 34 34l95-95 95 95a24 24 0 0 0 34-34z"/></svg></span> </td> <td class="results-icon"> <a href="/paper/yolo9000-better-faster-stronger/review/?hl=39573"> <span class=" icon-wrapper icon-ion" data-name="enter-outline"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M176 176v-40a40 40 0 0 1 40-40h208a40 40 0 0 1 40 40v240a40 40 0 0 1-40 40H216a40 40 0 0 1-40-40v-40" fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32"/><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M272 336l80-80-80-80M48 256h288"/></svg></span> </a> </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/object-detection-on-ua-detrac" style="text-decoration: underline"> Compare</a> </div> </td> </tr> </table> </div> </div> </div> </div> <div class="row"> <div id="methods" class="col-md-12 paper-evaluation-section-title"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding"> <h2> Methods <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="methodEditMenu" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> <div class="dropdown-menu dropdown-menu-end" aria-labelledby="methodEditMenu"> <a class="dropdown-item" href="#loginModal" data-bs-toggle="modal"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Add</a> <a class="dropdown-item" href="#loginModal" data-bs-toggle="modal"> <span class=" icon-wrapper icon-ion" data-name="remove"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M400 256H112"/></svg></span> Remove</a> </div> </div> </div> </h2> <hr/> </div> </div> </div> </div> </div> <div class="method-section" id="methods"> <a href="/method/colorjitter"> ColorJitter</a> • <a href="/method/darknet-19"> Darknet-19</a> • <a href="/method/fast-yolov2"> Fast-YOLOv2</a> • <a href="/method/non-maximum-suppression"> Non Maximum Suppression</a> • <a href="/method/polynomial-rate-decay"> Polynomial Rate Decay</a> • <a href="/method/randomresizedcrop"> Random Resized Crop</a> • <a href="/method/sgd-with-momentum"> SGD with Momentum</a> • <a href="/method/softmax"> Softmax</a> • <a href="/method/ssd"> SSD</a> • <a href="/method/step-decay"> Step Decay</a> • <a href="/method/weight-decay"> Weight Decay</a> • <a href="/method/yolov2"> YOLOv2</a> </div>  </div> </div> <div class="footer"> <div class="footer-contact"> <span class="footer-contact-item">Contact us on:</span> <a class="footer-contact-item" href="mailto:hello@paperswithcode.com"> <span class=" icon-wrapper icon-ion" data-name="mail"><svg 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