René's URL Explorer Experiment


Title: GitHub - Volcomix/virtual-background: Demo on adding virtual background to a live video stream in the browser

Open Graph Title: GitHub - Volcomix/virtual-background: Demo on adding virtual background to a live video stream in the browser

X Title: GitHub - Volcomix/virtual-background: Demo on adding virtual background to a live video stream in the browser

Description: Demo on adding virtual background to a live video stream in the browser - Volcomix/virtual-background

Open Graph Description: Demo on adding virtual background to a live video stream in the browser - Volcomix/virtual-background

X Description: Demo on adding virtual background to a live video stream in the browser - Volcomix/virtual-background

Opengraph URL: https://github.com/Volcomix/virtual-background

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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READMEhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/Volcomix/virtual-background
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#virtual-background
Try it live here!https://volcomix.github.io/virtual-background
https://volcomix.github.io/virtual-background
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#table-of-contents
Implementation detailshttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#implementation-details
BodyPixhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#bodypix
MediaPipe Meet Segmentationhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#mediapipe-meet-segmentation
Building TFLite to WebAssemblyhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#building-tflite-to-webassembly
Canvas 2D + CPUhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#canvas-2d--cpu
WebGL 2https://patch-diff.githubusercontent.com/Volcomix/virtual-background#webgl-2
ML Kit Selfie Segmentationhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#ml-kit-selfie-segmentation
Performancehttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#performance
Possible improvementshttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#possible-improvements
Related workhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#related-work
Running locallyhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#running-locally
Building TensorFlow Lite toolhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#building-tensorflow-lite-tool
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#implementation-details
BodyPixhttps://github.com/tensorflow/tfjs-models/blob/master/body-pix
MediaPipe Meet Segmentationhttps://mediapipe.page.link/meet-mc
ML Kit Selfie Segmentationhttps://developers.google.com/ml-kit/vision/selfie-segmentation
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#bodypix
toMaskhttps://github.com/tensorflow/tfjs-models/tree/master/body-pix#bodypixtomask
drawMaskhttps://github.com/tensorflow/tfjs-models/tree/master/body-pix#bodypixdrawmask
drawBokehEffecthttps://github.com/tensorflow/tfjs-models/tree/master/body-pix#bodypixdrawbokeheffect
CanvasRenderingContext2D.filterhttps://developer.mozilla.org/en-US/docs/Web/API/CanvasRenderingContext2D/filter
blurhttps://developer.mozilla.org/en-US/docs/Web/CSS/filter#blur()
CanvasRenderingContext2D.globalCompositeOperationhttps://developer.mozilla.org/en-US/docs/Web/API/CanvasRenderingContext2D/globalCompositeOperation
Performancehttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#performance
WASM backendhttps://github.com/tensorflow/tfjs/tree/master/tfjs-backend-wasm
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#mediapipe-meet-segmentation
TensorFlow Litehttps://www.tensorflow.org/lite
this issuehttps://github.com/tensorflow/tfjs/issues/4177
this posthttps://ai.googleblog.com/2020/10/background-features-in-google-meet.html
TFLitehttps://blog.tensorflow.org/2020/07/accelerating-tensorflow-lite-xnnpack-integration.html
XNNPACKhttps://github.com/google/XNNPACK
SIMDhttps://github.com/WebAssembly/simd
Meet segmentation model cardhttps://mediapipe.page.link/meet-mc
Apache 2.0http://www.apache.org/licenses/LICENSE-2.0
herehttps://github.com/tensorflow/tfjs/issues/4177
herehttps://github.com/google/mediapipe/issues/1460
Google Terms of Servicehttps://policies.google.com/terms?hl=en-US
Herehttps://patch-diff.githubusercontent.com/Volcomix/virtual-background/blob/main/docs/meet-segmentation-model-card-2020-10-12.pdf
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#building-tflite-to-webassembly
tflite directoryhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background/blob/main/tflite
Building TensorFlow Lite toolhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#building-tensorflow-lite-tool
MediaPipe repositoryhttps://github.com/google/mediapipe/blob/master/WORKSPACE
Emsdk repository instructionshttps://github.com/emscripten-core/emsdk/tree/master/bazel
XNNPACK build confighttps://github.com/google/XNNPACK/blob/ec0bf144ad55cde0698083f12e0a20d4525689a6/BUILD.bazel#L7340
is patchedhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background/blob/main/tflite/entrypoint.sh#L7
called directly from JavaScripthttps://emscripten.org/docs/porting/connecting_cpp_and_javascript/Interacting-with-code.html#call-compiled-c-c-code-directly-from-javascript
Memory is accessed directlyhttps://emscripten.org/docs/porting/emscripten-runtime-environment.html#emscripten-memory-representation
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#canvas-2d--cpu
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#webgl-2
Softmaxhttps://en.wikipedia.org/wiki/Softmax_function
MediaPipe repositoryhttps://github.com/google/mediapipe/blob/master/mediapipe/calculators/image/bilateral_filter_calculator.cc
light wrappinghttps://www.imaging-resource.com/news/2016/02/11/create-natural-looking-composite-images-using-light-wrapping-technique
herehttps://rastergrid.com/blog/2010/09/efficient-gaussian-blur-with-linear-sampling/
herehttps://software.intel.com/content/www/us/en/develop/blogs/an-investigation-of-fast-real-time-gpu-based-image-blur-algorithms.html
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#ml-kit-selfie-segmentation
Thanks to @RemarkableGuy for pointing out this model.https://github.com/Volcomix/virtual-background/issues/2
Selfie segmentationhttps://developers.google.com/ml-kit/vision/selfie-segmentation
this issuehttps://github.com/Volcomix/virtual-background/issues/2
Apache 2.0http://www.apache.org/licenses/LICENSE-2.0
copy of the model cardhttps://patch-diff.githubusercontent.com/Volcomix/virtual-background/blob/main/docs/mlkit-selfie-model-card-2021-02-16.pdf
original current model cardhttps://developers.google.com/ml-kit/images/vision/selfie-segmentation/selfie-model-card.pdf
official artifacthttps://mvnrepository.com/artifact/com.google.mlkit/segmentation-selfie/16.0.0-beta1
Performancehttps://patch-diff.githubusercontent.com/Volcomix/virtual-background#performance
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#performance
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#possible-improvements
separable approximationhttps://www.researchgate.net/publication/4181202_Separable_bilateral_filtering_for_fast_video_preprocessing
TensorFlow.js WASM backendhttps://github.com/tensorflow/tfjs/blob/master/tfjs-backend-wasm/src/cc/BUILD
TensorFlow.js WASM backendhttps://github.com/tensorflow/tfjs/blob/master/tfjs-backend-wasm/src/flags_wasm.ts
GoogleChromeLabs/wasm-feature-detecthttps://github.com/GoogleChromeLabs/wasm-feature-detect
DeepLabv3+https://github.com/tensorflow/models/tree/master/research/deeplab
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#related-work
BodyPix repositoryhttps://github.com/tensorflow/tfjs-models/blob/master/body-pix
background features in Google Meethttps://ai.googleblog.com/2020/10/background-features-in-google-meet.html
MediaPipehttps://mediapipe.dev/
WebAssemblyhttps://webassembly.org/
WebAssembly SIMDhttps://github.com/WebAssembly/simd
WebGLhttps://developer.mozilla.org/en-US/docs/Web/API/WebGL_API
XNNPACKhttps://github.com/google/XNNPACK
TFLitehttps://blog.tensorflow.org/2020/07/accelerating-tensorflow-lite-xnnpack-integration.html
Custom segmentation ML models from Googlehttps://mediapipe.page.link/meet-mc
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#running-locally
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#yarn-start
http://localhost:3000http://localhost:3000
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#yarn-test
running testshttps://facebook.github.io/create-react-app/docs/running-tests
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#yarn-build
deploymenthttps://facebook.github.io/create-react-app/docs/deployment
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#building-tensorflow-lite-tool
https://patch-diff.githubusercontent.com/Volcomix/virtual-background#yarn-buildtflite
volcomix.github.io/virtual-backgroundhttps://volcomix.github.io/virtual-background
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background https://patch-diff.githubusercontent.com/topics/background
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