JavaScript module for Face Detection and Face Recognition Using Tensorflow/JS
npm install test_fork_vladmandic_face-apiThis is updated face-api.js with latest available TensorFlow/JS as the original face-api.js is not compatible with tfjs 2.0+.
Forked from face-api.js version 0.22.2 released on March 22nd, 2020
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Currently based on TensorFlow/JS 2.7.0
If you want to access TFJS classes and methods directly, they are exported as faceapi.tf
Because I needed FaceAPI that does not cause version conflict with newer TFJS 2.0 that I use accross my projects
And since original FaceAPI was open-source, I've released this version as well
Unfortunately, changes ended up being too large for a simple pull request on original FaceaPI and it ended up being a full-fledged version on its own
- Compatible with TensorFlow/JS 2.0+
- Compatible with WebGL, CPU and WASM TFJS backends
- Updated all type castings for TypeScript type checking to TypeScript 4.1
- Switched bundling from UMD to ESM + CommonJS
This does require separate process for usage in NodeJS vs Browser, but resulting code is much lighter
Fully tree shakable when imported as an ESM module
Browser bundle process uses ESBuild instead of Rollup
- Typescript build process now targets ES2018 and instead of dual ES5/ES6
Resulting code is clean ES2018 JavaScript without polyfills
- Removed old tests, docs, examples
- Removed old package dependencies (karma, jasmine, babel, etc.)
- Updated all package dependencies
- Updated TensorFlow/JS dependencies since backends were removed from @tensorflow/tfjs-core
- Updated mobileNetv1 model due to batchNorm() dependency
- Added version class that returns JSON object with version of FaceAPI as well as linked TFJS
- Removed mtcnn and tinyYolov2 models as they were non-functional in latest public version of Face-API
If there is a demand, I can re-implement them back.
Which means valid models are tinyFaceDetector and mobileNetv1
Face-API ships with several pre-build versions of the library:
- dist/face-api.js: IIFE format for client-side Browser execution
- dist/face-api.esm.js: ESM format for client-side Browser execution with TFJS pre-bundled
- dist/face-api.esm.nobundle.js: ESM format for client-side Browser execution without TFJS and not minified
- dist/face-api.node.js: CommonJS format for server-side NodeJS execution with TFJS pre-bundled
- dist/face-api.node.nobundle.js: CommonJS format for server-side NodeJS execution without TFJS and not minified
Defaults are:
``json`
{
"main": "dist/face-api.cjs",
"module": "dist/face-api.esm.js",
"browser": "dist/face-api.esm.js",
}
Reason for additional nobundle version is if you want to include a specific version of TFJS and not rely on pre-packaged one FaceAPI is compatible with TFJS 2.0+
Bundled versions are ~1.1MB minified and non-bundled versions are ~169KB non-minified
All versions include sourcemap
There are several ways to use Face-API:
Recommened for quick tests and backward compatibility with older Browsers that do not support ESM such as IE
This is simplest way for usage within Browser
Simply download dist/face-api.js, include it in your HTML file & it's ready to use
`html