tfjs
face-api.js
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tfjs | face-api.js | |
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29 | 18 | |
18,110 | 16,096 | |
0.7% | - | |
8.6 | 0.0 | |
8 days ago | 3 months ago | |
TypeScript | TypeScript | |
Apache License 2.0 | MIT License |
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tfjs
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JavaScript Libraries for Implementing Trendy Technologies in Web Apps in 2024
TensorFlow.js
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Deep Learning in JavaScript
Many people seem to be unaware of tensorflow.js, an official JS implementation of TF
https://github.com/tensorflow/tfjs
I'd love to see PyTorch in JS, but I think unless you get it running on the GPU it won't be able to do much.
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Machine Learning in NodeJS || Part 1: TensorflowJS Basics
TensorflowJS GitHub Repository
- PyTorch Primitives in WebGPU for the Browser
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I want to talk about WebGPU
Also, Tensorflow.js WebGPU backend has been in the works for quite some time: https://github.com/tensorflow/tfjs/tree/master/tfjs-backend-...
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WebGPU Fundamentals
It's a pity that tfjs never truly developed any decent ops. E.g. you need lgamma to implement the cap for zero-inflated poisson regression and tfjs simply doesn't have that: https://github.com/tensorflow/tfjs/issues/2011
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Chrome Ships WebGPU
People have been doing it for long with WebGL, see eg https://github.com/tensorflow/tfjs and https://cloudblogs.microsoft.com/opensource/2021/09/02/onnx-...
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How to get rotation (yaw/pitch/roll) from face detection keypoints?
thanks, no not unity, going to show it as a demo with threejs + tensorflow on the web. I found a github request to add face orientation https://github.com/tensorflow/tfjs/issues/3835 looks like they assigned someone to add it but doesn't look like its available yet, but there's some posts about the math I can use to get rotations based on some of the landmarks
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[P] Supporting neural network inference in web browsers
There already exist a wide variety of neural network inference engines that run in web browsers (e.g. TensorFlow.js and, my personal favorite for use with PyTorch models, ONNX Runtime Web), but pre- and post-processing has always required imperative manipulations on flat buffers rather than a clean ndarray interface.
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Tensorflow JS model crashing on mobile
Full docs and code: https://github.com/tensorflow/tfjs/tree/master/e2e/benchmarks/local-benchmark
face-api.js
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Skinny legend (2017 - 2023)
Then I used face-api.js to find the coordinates of each eye.
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Desktop app for facial recognition
I already use recognize in my home NAS. It works fine but it's a NextCloud app (it uses tensorflow through face-api.js). I want something portable and easy to use similar to Google Picasa.
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Sentiment analysis in react native
https://github.com/justadudewhohacks/face-api.js/ This is what used in web, can't find similar for react native.
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Pico.js, a face-detection library in 200 lines of JavaScript
For those looking to not only detect, but also vectorize faces (for later comparison against other faces) -- face recognition, try out: face-api.js
https://github.com/justadudewhohacks/face-api.js/
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Eye tracking in Processing?
I saw something similar which used P5.js alongside the face-api.js package.
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Add Live Speech Bubbles To YouTube Videos with Autobubble
Meanwhile, Lochlann started to work on facial recognition with face-api.js, which was a challenge. Still, the moment he overcame the hurdle and got it working, the team knew it provided many cool opportunities for this project.
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I wrote a program that sends cats to my phone when I'm sad at the computer
For the record - the author considered these two libraries for face detection: https://github.com/vladmandic/human & https://github.com/justadudewhohacks/face-api.js, he chose "vladmandic/human".
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How to detect dick pics without relying 3rd party services?
I have used https://github.com/justadudewhohacks/face-api.js/ for facial recognition and it works quite well for a self hosted free option.
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Do not laugh — A simple AI powered game using TensorFlow.js and Electron
While I was writing some initial code I found that Vincent Mühler had already created a high-level API called face-api.js built upon TensorFlow.js which wraps all the low-level operations and provides a convenient API for common tasks like face recognition and emotion detection. He also provides lots of example code on his GitHub repository so I was able to build my first emotion recognizer within a matter of minutes.
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Are You You? An art project that lets you experience how large scale face recognition systems could harm society
That's where the problem with your line of thought occurs. I have no relation to that algorithm or its maker(s). It's just a publicly available AI model that a lot of people use.
What are some alternatives?
webhl - WebHL is a fork of hlviewer.js that uses the File System Access API to load game assets direct from your computer rather than from a server.
kalidokit - Blendshape and kinematics calculator for Mediapipe/Tensorflow.js Face, Eyes, Pose, and Finger tracking models.
lightweight-human-pose-estimation.pytorch - Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
human - Human: AI-powered 3D Face Detection & Rotation Tracking, Face Description & Recognition, Body Pose Tracking, 3D Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction, Gaze Tracking, Gesture Recognition
BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".
examples - TensorFlow examples
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
face-emotion-recognition - Efficient face emotion recognition in photos and videos
firecracker - Secure and fast microVMs for serverless computing.
react-native-vision-camera - 📸 A powerful, high-performance React Native Camera library.
hyperformula - HyperFormula is an open-source headless spreadsheet for business web apps. It comes with over 400 formulas, CRUD operations, undo-redo, clipboard support, and sorting. Built in TypeScript, supported by the Handsontable Team.
face-api - FaceAPI: AI-powered Face Detection & Rotation Tracking, Face Description & Recognition, Age & Gender & Emotion Prediction for Browser and NodeJS using TensorFlow/JS