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Wolfram Video Computation, Processing, Analysis & Creation
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d="M4.49,5a.5.5,0,0,1-.35-.14l-4-4A.5.5,0,0,1,.85.14L4.49,3.79,8.14.14a.5.5,0,0,1,.71,0,.52.52,0,0,1,0,.7l-4,4A.52.52,0,0,1,4.49,5Z"></path></svg></span><div id="related-areas-menu" class="header-dd"><ul><li><a href="/language/core-areas/machine-learning/">Wolfram <span>Machine Learning</span></a></li><li><a href="/language/core-areas/image/">Wolfram <span>Image Computation</span></a></li><li><a href="/language/core-areas/audio/">Wolfram <span>Audio Computation</span></a></li><li><a href="/language/core-areas/user-interfaces/">Wolfram <span>User Interfaces</span></a></li><li><a href="/language/core-areas/visualization/">Wolfram <span>Visualization</span></a></li><li><a href="/language/core-areas">See all Highlighted Core Areas</a></li></ul></div></div><h1><span class="wolfram">Wolfram</span><span class="core-area">Video Computation</span><a class="subtitle" href="/language/">A Core Part of <br class="hide__900"> Wolfram Language</a></h1><div class="feature-grid"><div class="feature-left"><img class='hide show__900' src='Files/index.en/hero.png' width='438' height='300' alt=''><h2>Video Analysis, Editing and Creation.</h2><p>Capture, create or compute with video files using exceptionally powerful and flexible video functions, built on well-developed image and audio capabilities and tightly integrated with advanced visualization, automated machine learning and more.</p><div class="buttons"><a class="hide__600 button primary" href="#playground" data-walid="CoreAreas-video-GetStarted">Get Started</a><a class="hide display-b__600 margin-l-0 button primary" href="#courses" data-walid="CoreAreas-video-GetStarted">Get Started</a></div></div><div class="feature-right hide__900"><img class='' src='Files/index.en/hero.png' width='438' height='300' alt=''></div></div></div></header><section id="ticker" class="yellow"> <div id="ticker-content"> <div id="the-ticker" class="carousel cd-hero js-cd-hero js-cd-autoplay"><img 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href="" class="dot"></a></li><li><a href="" class="dot"></a></li><li><a href="" class="dot"></a></li><li><a href="" class="dot"></a></li><li><a href="" class="dot"></a></li><li><a href="" class="dot"></a></li><li><a href="" class="dot"></a></li><li><a href="" class="dot"></a></li> </ul></li> <li class="arrow arrow-right"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 30 56" class="previous"> <polygon points="4.49 0 0 4.96 20.72 28.34 0.18 51.52 4.67 56.48 29.68 28.25 25.19 23.29 25.16 23.33 4.49 0"></polygon> </svg> </li> </ul></nav></div></div> </div> </section> <section id="video-as-a-first-class-citizen" class="feature"><div id="video-as-a-first-class-citizen-content" class="feature-grid img-on-left img-stroke"><div class="feature-left"><h2>Video as a First-Class Citizen</h2><p>Treat videos as input and output to functions and as interactive elements of notebooks. Enable video creation, transformation and information extraction. Use a rich set of efficient image and audio functions, bundled with high-level statistics, graphics and visualization.</p><div class="hide show__900 wri-video basic paused"><video loop="" playsinline="" id="vid_1a" poster="Files/index.en/in-notebook-video-preview.png"><source src="Files/index.en/in-notebook-video.mp4"></source></video></div><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/VideoProcessing.html">Guide to Video Processing</a></li></ul></div><div class="feature-right hide__900 wri-video basic paused"><video loop="" playsinline="" id="vid_1b" poster="Files/index.en/in-notebook-video-preview.png"><source src="Files/index.en/in-notebook-video.mp4"></source></video></div></div></section><section id="video-capture-creation" class="feature"><div id="video-capture-creation-content" class="feature-grid"><div class="feature-left"><h2>Video Capture & Creation</h2><p>Capture video from cams, screens and devices or algorithmically create them from other content, enabling rich visual content creation for communication in education and marketing. Summarize videos, explore photos or 2D and 3D graphics, animate processes or morph shapes and images. </p><div class="hide show__900 wri-video basic paused"><video loop="" playsinline="" id="vid_2a" poster="Files/index.en/video-exploring-faces-preview.png"><source src="Files/index.en/video-exploring-faces.mp4"></source></video></div><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/VideoCreation.html">Guide to Video Creation</a></li></ul></div><div class="feature-right hide__900 wri-video basic paused"><video loop="" playsinline="" id="vid_2b" poster="Files/index.en/video-exploring-faces-preview.png"><source src="Files/index.en/video-exploring-faces.mp4"></source></video></div></div></section><section id="video-editing" class="feature"><div id="video-editing-content" class="feature-grid img-on-left"><div class="feature-left"><h2>Video Editing</h2><p>Efficiently and programmatically edit (resize, trim, split, ...), combine (grid, collage, overlay, ...) or filter (stylize, time stretch, ...) videos. Typical uses are preprocessing for further analysis or for final presentation. </p><div class="hide show__900 wri-video basic paused"><video loop="" playsinline="" id="vid_3a" poster="Files/index.en/drone-video-editing-preview.png"><source src="Files/index.en/drone-video-editing.mp4"></source></video></div><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/VideoEditing.html">Guide to Video Editing</a></li><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/AudioProcessing.html">Guide to Audio Editing</a></li></ul></div><div class="feature-right hide__900 wri-video basic paused"><video loop="" playsinline="" id="vid_3b" poster="Files/index.en/drone-video-editing-preview.png"><source src="Files/index.en/drone-video-editing.mp4"></source></video></div></div></section><section id="enhancement-color-correction" class="feature"><div id="enhancement-color-correction-content" class="feature-grid"><div class="feature-left"><h2>Enhancement & Color Correction</h2><p>Enhance video quality by denoising, sharpening, upscaling, color correcting, stabilizing and more. Allow more accurate extraction of information or simply make visually appealing and smoother videos. Choose from a rich set of efficient image filters and high quality neural network models.</p><div class="hide show__900 wri-video basic paused"><video loop="" playsinline="" id="vid_4a" poster="Files/index.en/video-color-balancing-preview.png"><source src="Files/index.en/video-color-balancing.mp4"></source></video></div><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/ColorProcessing.html">Guide to Color Processing</a></li></ul></div><div class="feature-right hide__900 wri-video basic paused"><video loop="" playsinline="" id="vid_4b" poster="Files/index.en/video-color-balancing-preview.png"><source src="Files/index.en/video-color-balancing.mp4"></source></video></div></div></section><section id="face-analysis" class="feature"><div id="face-analysis-content" class="feature-grid img-on-left"><div class="feature-left"><h2>Face Analysis</h2><p>Detect faces to count, recognize or compute facial characteristics (emotion, shape, pose, ...). Typical uses are in security, observation of human behavior or for video search. Use pretrained models or train custom detectors and recognizers from just a few samples.</p><div class="hide show__900 wri-video basic paused"><video loop="" playsinline="" id="vid_5a" poster="Files/index.en/face-analysis-emotions-preview.png"><source src="Files/index.en/face-analysis-emotions.mp4"></source></video></div><ul><li><a class="chevron-after" href="https://notebookarchive.org/face-analysis-from-star-trek-video--2022-07-bka73cl/">An Example to Analyze Faces in a StarTrek Promo</a></li></ul></div><div class="feature-right hide__900 wri-video basic paused"><video loop="" playsinline="" id="vid_5b" poster="Files/index.en/face-analysis-emotions-preview.png"><source src="Files/index.en/face-analysis-emotions.mp4"></source></video></div></div></section><section id="video-analytics" class="feature"><div id="video-analytics-content" class="feature-grid"><div class="feature-left"><h2>Video Analytics</h2><p>Perform video analytics based on custom-defined criteria. Heavily used in sport analytics, augmented and virtual reality, remote sensing, quality control and other diagnostic systems. Detect shots in videos, analyze motion and more. </p><div class="hide show__900 wri-video basic paused"><video loop="" playsinline="" id="vid_6a" poster="Files/index.en/Cardiomyocytes-VectorFlow-preview.png"><source src="Files/index.en/Cardiomyocytes-VectorFlow.mp4"></source></video></div><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/ref/VideoMapTimeSeries.html">Analyze Video Frames Over Time</a></li><li><a class="chevron-after" href="https://reference.wolfram.com/language/ref/VideoIntervals.html">Find Intervals of Interest in Videos</a></li></ul></div><div class="feature-right hide__900 wri-video basic paused"><video loop="" playsinline="" id="vid_6b" poster="Files/index.en/Cardiomyocytes-VectorFlow-preview.png"><source src="Files/index.en/Cardiomyocytes-VectorFlow.mp4"></source></video></div></div></section><section id="object-detection-tracking" class="feature"><div id="object-detection-tracking-content" class="feature-grid img-on-left"><div class="feature-left"><h2>Object Detection & Tracking</h2><p>Locate and track moving objects across video frames. Typically used to analyze motion, subtract background, anonymize videos and more. Applicable everywhere from security systems to driver assistance, medical settings and more.</p><div class="hide show__900 wri-video basic paused"><video loop="" playsinline="" id="vid_7a" poster="Files/index.en/object-detection-bullfinch-2-preview.png"><source src="Files/index.en/object-detection-bullfinch-2.mp4"></source></video></div><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/ComputerVision.html">Guide to Computer Vision</a></li><li><a class="chevron-after" href="https://resources.wolframcloud.com/NeuralNetRepository/inputdomain/Image/">Pre-trained Image Networks</a></li></ul></div><div class="feature-right hide__900 wri-video basic paused"><video loop="" playsinline="" id="vid_7b" poster="Files/index.en/object-detection-bullfinch-2-preview.png"><source src="Files/index.en/object-detection-bullfinch-2.mp4"></source></video></div></div></section><section id="audio-editing-analysis" class="feature"><div id="audio-editing-analysis-content" class="feature-grid"><div class="feature-left"><h2>Audio Editing & Analysis</h2><p>Use a complete set of audio processing and analysis functions to enhance, adjust and apply effects to the audio tracks or to analyze speech or speakers. Typically used to perform loudness correction, automatic transcribing or captioning and more.</p><img class='hide show__900' src='Files/index.en/audio-editing-analysis.png' width='500' height='300' alt=''><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/AudioProcessing.html">Guide to Audio Processing</a></li></ul></div><div class="feature-right hide__900"><img class='' src='Files/index.en/audio-editing-analysis.png' width='500' height='300' alt=''></div></div></section><section id="extensive-codec-support" class="feature"><div id="extensive-codec-support-content" class="feature-grid img-on-left"><div class="feature-left"><h2>Extensive Codec Support</h2><p>Make any video computable using extensive support for importing common video file formats (MP4, QuickTime, ...) and codecs (H.264, H.265, AV1, VP9, ...) as well as exporting them. Work with videos that have multiple video, audio and subtitle tracks, high resolution with any duration, aspect ratio, frame rate and bitrate.</p><img class='hide show__900' src='Files/index.en/video-format-codec.png' width='500' height='300' alt=''><ul><li><a class="chevron-after" href="https://reference.wolfram.com/language/guide/MultimediaFormats.html">Guide to Multimedia Formats</a></li><li><a class="chevron-after" href="https://reference.wolfram.com/language/tutorial/ImportingAndExportingVideo.html">Tech Note on Importing & Exporting Video</a></li></ul></div><div class="feature-right hide__900"><img class='' src='Files/index.en/video-format-codec.png' width='500' height='300' alt=''></div></div></section><section id="playground" class="p-yellow hide__600"><div id="playground-content"><div class="intro"><h2>Live Playground</h2><p>This is an interactive notebook—try making your own changes!</p></div><div class="notebook-container"><div class="OpenCloud-example" id="OpenCloud-Example" ></div><a href="/language/core-areas/video/things-to-try/index.php.en"><span>Continue exploring more examples:</span><span>Things to Try</span></a></div></div></section><section id="documentation" class="yellow"><div id="documentation-content"><div class="intro"><h2>Wolfram Video Computation Documentation</h2><p><strong>Wolfram Video Computation</strong> is an integrated part of <strong>Wolfram Language</strong>. The full system contains over 6,000 built-in functions covering all areas of computation—all carefully integrated so they work perfectly together.</p></div><div class="docs-wrap"><a class="docs-side" href="https://reference.wolfram.com/language/"><img class='hide__900' src='/language/core-areas/assets/img/shared/docs-sound-video.png' width='272' height='240' alt=''><img class='hide show__900' src='/language/core-areas/assets/img/shared/docs-sound-video-m.png' width='499' height='301' alt=''><img class='' src='' width='' height='' alt=''><span class="chevron-after">Wolfram Language<br>Full Scope & Documentation</span></a><div class="docs-main"><div class="thumbs"><a class="guide" href="https://reference.wolfram.com/language/guide/VideoProcessing.html"><div><div><img class='' src='/language/core-areas/assets/img/pages/system/guide/VideoProcessing.en.png' width='300' height='234' alt=''><span class="label">Guide</span></div></div><span class="chevron-after">Video Processing</span></a><a class="guide" href="https://reference.wolfram.com/language/guide/VideoCreation.html"><div><div><img class='' src='/language/core-areas/assets/img/pages/system/guide/VideoCreation.en.png' width='300' height='234' alt=''><span class="label">Guide</span></div></div><span class="chevron-after">Video Creation</span></a><a class="guide" href="https://reference.wolfram.com/language/guide/ComputerVision.html"><div><div><img class='' src='/language/core-areas/assets/img/pages/system/guide/ComputerVision.en.png' width='300' height='234' alt=''><span class="label">Guide</span></div></div><span class="chevron-after">Computer Vision</span></a></div><div class="words">VideoTimeStretch ▪ VideoTranscode ▪ VideoIntervals ▪ VideoTrim ▪ VideoJoin ▪ AnimationVideo ▪ TourVideo ▪ SlideShowVideo ▪ SnippetsVideo ▪ VideoRecord ▪ VideoFrameMap ▪ VideoMapTimeSeries ▪ VideoMapList ▪ VideoMap ▪ ImageIdentify ▪ ImageCases ▪ FindFaces ▪ FacialFeatures ▪ TextRecognize ▪ BarcodeRecognize ▪ RemoveBackground ▪ ImageDisplacements ▪ ImageFeatureTrack ▪ "MP4" ▪ "QuickTime" ▪ "Matroska" ▪ Image3D ▪ ExampleData ▪ Rasterize ▪ ImageMeasurements ▪ ImageType ▪ ImageHistogram ▪ ImageData ▪ ImageValue ▪ Plus ▪ Times ▪ Power ▪ Abs ▪ Log ▪ ImageAdjust ▪ ImageAssemble ▪ SetAlphaChannel ▪ ColorConvert ▪ ColorQuantize ▪ HistogramTransform ▪ Dilation ▪ Erosion ▪ Opening ▪ Closing ▪ DistanceTransform ▪ Thinning ▪ Pruning ▪ MorphologicalComponents ▪ ImageConvolve ▪ ImageCorrelate ▪ GaussianFilter ▪ GradientFilter ▪ EntropyFilter ▪ EdgeDetect ▪ CrossingDetect ▪ Binarize ▪ WatershedComponents ▪ ImageSegmentationComponents ▪ ComponentMeasurements ▪ SelectComponents ▪ Inpaint ▪ ImageDeconvolve ▪ BilateralFilter ▪ MeanShiftFilter ▪ Thumbnail ▪ ImageFileApply ▪ ImageFileFilter ▪ ImageFileScan ▪ WebAudioSearch ▪ AudioCapture ▪ SpeechSynthesize ▪ AudioPlot ▪ Spectrogram ▪ Periodogram ▪ Cepstrogram ▪ AudioAmplify ▪ AudioTrim ▪ WienerFilter ▪ MeanFilter ▪ TotalVariationFilter ▪ AudioMeasurements ▪ ShortTimeFourier ▪ Mean ▪ Variance ▪ Median ▪ Quantile ▪ PitchRecognize ▪ AudioInstanceQ ▪ SpeechCases ▪ SpeechInterpreter ▪ ImageTake ▪ ImageTrim ▪ ImageCrop ▪ ImageRotate ▪ ImageEffect ▪ ImageForwardTransformation ▪ ImagePerspectiveTransformation ▪ ColorNegate ▪ Darker ▪ Lighter ▪ ImageRecolor ▪ AudioPitchShift ▪ LowpassFilter ▪ AudioReverb ▪ MaxFeatureDisplacement ▪ Tolerance ▪ AnimatedImage ▪ MaxIterations ▪ BatchSize ▪ AlphaChannel ▪ ImageSegmentationFilter ▪ RemoveAlphaChannel ▪ ColorReplace ▪ ImageCompose ▪ ChanVeseBinarize ▪ RegionBinarize ▪ Hyperlink ▪ BarcodeImage ▪ Language ▪ RecognitionPrior ▪ $Language ▪ Masking ▪ LanguageIdentify ▪ SpeechRecognize ▪ TextWords ▪ TextSentences ▪ TextPosition ▪ WordTranslation ▪ WeightedData ▪ Full ▪ Predict ▪ True ▪ All ▪ $PerformanceGoal ▪ PaddingSize ▪ Padding ▪ SortedBy ▪ Method ▪ CurrentImage ▪ MaxFeatures ▪ MaxOverlapFraction ▪ HighlightImage ▪ TextCases ▪ Cases ▪ WordData ▪ Entity ▪ TargetDevice ▪ SpecificityGoal ▪ $LocalBase ▪ LocalObjects ▪ ResourceRemove ▪ AcceptanceThreshold ▪ Missing ▪ PerformanceGoal ▪ WordCloud ▪ MoleculeRecognize ▪ Interpreter ▪ AudioIdentify ▪ Identity ▪ Nothing ▪ Map ▪ Apply ▪ MetaInformation ▪ MissingDataMethod ▪ ResamplingMethod ▪ Association ▪ AudioBlockMap ▪ $ImagingDevices ▪ NotebookObject ▪ AudioInputDevice ▪ MaxDuration ▪ AudioStream ▪ AudioRecord ▪ Snippet ▪ File ▪ TimeSeries ▪ Scaled ▪ Rotate ▪ Rectangle ▪ AspectRatio ▪ InterpolationOrder ▪ GeoGraphics ▪ GeoDisk ▪ DynamicImage ▪ DynamicGeoGraphics ▪ PlotRange ▪ Graphics ▪ Parallelize ▪ DefaultDuration ▪ Animate ▪ ListAnimate ▪ TransitionDirection ▪ TransitionDuration ▪ TransitionEffect ▪ None ▪ VideoInsert ▪ VideoReplace ▪ VideoCombine ▪ AudioJoin ▪ Join ▪ Quantity ▪ AudioLocalMeasurements ▪ VideoSplit ▪ VideoDelete ▪ Image ▪ Center ▪ Infinity ▪ Alignment ▪ Left ▪ Right ▪ Audio ▪ MaxItems ▪ AudioIntervals ▪ Inherited ▪ FrameRate ▪ SampleRate ▪ FileConvert ▪ $WolframDocumentsDirectory ▪ CompressionLevel ▪ OverwriteTarget ▪ Automatic ▪ False ▪ AudioTimeStretch ▪ AudioTrackApply ▪ ImageInstanceQ ▪ ImageContents ▪ ImagePosition ▪ ImageBoundingBoxes ▪ ImageContainsQ ▪ TrainImageContentDetector ▪ ImageSynthesize ▪ ImageRestyle ▪ FaceRecognize ▪ FaceAlign ▪ FindImageText ▪ Classify ▪ FeatureSpacePlot3D ▪ FeatureExtractor ▪ Nearest ▪ NetEncoder ▪ NetChain ▪ NetGraph ▪ ConvolutionLayer ▪ ImageGraphics ▪ ImageKeypoints ▪ ImageCorners ▪ ImageLines ▪ ImageMesh ▪ ImageSaliencyFilter ▪ ImageCorrespondingPoints ▪ ImageAlign ▪ ImageTransformation ▪ FindGeometricTransform ▪ Radon ▪ InverseRadon ▪ Fourier ▪ ImagePeriodogram ▪ DiscreteWaveletTransform ▪ VideoScreenCapture ▪ Tour3DVideo ▪ ConstantVideo ▪ FrameListVideo ▪ GridVideo ▪ OverlayVideo ▪ KeyframeActions ▪ Manipulate ▪ SowVideo ▪ ReapVideo ▪ VideoGenerator ▪ ImageDimensions ▪ ImageChannels ▪ ImageAspectRatio ▪ AudioSampleRate ▪ AudioChannels ▪ RasterSize ▪ Video ▪ VideoQ ▪ Import ▪ Export ▪ ManipulateVideo ▪ VideoCapture ▪ VideoFrameList ▪ VideoExtractFrames ▪ VideoExtractTracks ▪ ImageResize ▪ AudioNormalize ▪ FeatureExtract ▪ FeatureSpacePlot ▪ NetModel ▪ NetTrain ▪ VideoStream ▪ VideoPlay ▪ VideoPause ▪ VideoStop ▪ VideoStreams ▪ RemoveVideoStream ▪ Looping ▪ BitRate ▪ ConformationMethod ▪ VideoTransparency ▪ PlaybackSettings ▪ AudioTrackSelection ▪ SubtitleTrackSelection ▪ VideoTrackSelection ▪ GeneratedAssetLocation ▪ GeneratedAssetFormat ▪ $GeneratedAssetLocation ▪ VideoEncoding ▪ $VideoEncoders ▪ $VideoDecoders ▪ AudioEncoding ▪ $AudioEncoders ▪ $AudioDecoders ▪ SubtitleEncoding ▪ $SubtitleEncoders ▪ $SubtitleDecoders ▪ </div></div></div></div></section><section id="courses"><div id="courses-content"><h2>Introductory Courses & More</h2><div class="courses-grid three"><div class="courses-pod"><div class="resources-image"><a href="https://www.wolfram.com/wolfram-u/courses/image-signal-processing/video-creation-editing-analysis-img955/"><img class='' src='Files/index.en/video-creation-editing-analysis-img955.png' width='300' height='162' alt=''></a></div><h3>Free Video Course</h3><a class="chevron-after" href="https://www.wolfram.com/wolfram-u/courses/image-signal-processing/video-creation-editing-analysis-img955/">Video Creation, Editing and Analysis using the Wolfram Language</a></div><div class="courses-pod"><div class="resources-image"><a href="https://www.wolfram.com/wolfram-u/courses/machine-learning/neural-network-applications-image-processing-ml917/"><img class='' src='Files/index.en/neural-network-applications-image-processing-ml917.png' width='300' height='162' alt=''></a></div><h3>Free Video Course</h3><a class="chevron-after" href="https://www.wolfram.com/wolfram-u/courses/machine-learning/neural-network-applications-image-processing-ml917/">Neural Network Applications: Image Processing</a></div><div class="courses-pod"><div class="resources-image"><a href="https://www.wolfram.com/wolfram-u/courses/image-signal-processing/"><img class='' src='Files/index.en/image-signal-processing.png' width='300' 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