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Human Release v2.10
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@vladmandic vladmandic released this 07 Sep 16:45
· 622 commits to main since this release
2.10.1
d39ce5e

Human v2.10 is flagged as major release purely due to number of changes and fixes, but there are no breaking changes

  • Update TFJS to 3.20.0
  • Update TypeScript to 4.8
  • Switch default backend from custom humangl to webgl
    Stability and availability of features in standard TFJS allows to switch back
  • Add InsightFace model as alternative for face embedding/descriptor detection
    Compatible with multiple variations of InsightFace models
    Configurable using config.face.insightface config section
    See demo/faceid/index.ts for usage
    Models can be downloaded from https://github.com/vladmandic/insightface
  • Add human.check() which validates all kernel ops for currently loaded models with currently selected backend
    Example: console.error(human.check());
  • Add config.softwareKernels config option which uses CPU implementation for missing ops
    Disabled by default
    If enabled, it is used by face and hand rotation correction (config.face.rotation and config.hand.rotation)
  • Add underlying tensorflow library version detection when running in NodeJS to
    human.env and check if GPU is used for acceleration
    Example: console.log(human.env.tensorflow)
  • Treat models that cannot be found & loaded as non-critical error
    Instead of creating runtime exception, human will now report that model could not be loaded
  • Improve human.reset() method to reset all config values to defaults
  • Host models in https://github.com/vladmandic/human-models
    Models can be directly used without downloading to local storage
    Example: modelBasePath: 'https://vladmandic.github.io/human-models/models/'
  • Allow hosting models in Google Cloud Bucket
    Hosted models can be directly used without downloading to local storage
    Example: modelBasePath: 'https://storage.googleapis.com/human-models/'
  • Stricter linting rules for both TypeScript and JavaScript
    See ./eslintrc.json for details
  • Enhanced type safety across entire library
  • Fix MobileFaceNet model as alternative for face embedding/descriptor detection
    Configurable using config.face.mobilefacenet config section
  • Fix EfficientPose module as alternative body detection
  • Fix NanoDet module as alternative object detection
  • Fix demo/multithread/node-multiprocess.js demo
  • Fix human.match when using mixed descriptor lengths
  • Fix WASM feature detection issue in TFJS with Edge/Chromium
    Example: console.log(human.env.wasm)
  • Reorganized init & load order for faster library startup
  • Increased NodeJS test coverage
    Run using: npm run test
    Runs tests for tfjs-node, tfjs-node-gpu and wasm
  • Increased Browser test coverage
    Run using: demo/browser.html
    Runs tests for webgl, humangl, webgpu and wasm
    Runs tests for ESM and IIFE versions of library
  • Add config.flags settings to allow setting of custom TFJS flags during backend configuration
  • Increase availability of alternative models
    See models/model.json for full list
  • Update profiling methods in human.profile()
  • Update project dependencies to latest versions
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