tfjs
neuralhash-collisions
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tfjs | neuralhash-collisions | |
---|---|---|
29 | 11 | |
18,110 | 149 | |
0.7% | 0.7% | |
8.6 | 0.0 | |
6 days ago | over 1 year ago | |
TypeScript | JavaScript | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
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
neuralhash-collisions
- Daily General Discussion - October 27, 2022
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Apple’s Plan to Scan Photos in Messages Turns Young People Into Privacy Pawns
Sure. Here's one - https://github.com/roboflow-ai/neuralhash-collisions/tree/main/collisions/ba1d5ae53385e49505200f16
- FBI: California man accessed thousands of iCloud accounts in search for nude photos and videos
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Hacker News top posts: Aug 25, 2021
A catalog of naturally occurring images whose Apple NeuralHash is identical\ (127 comments)
- A catalog of naturally occurring images whose Apple NeuralHash is identical
- Bay Area doctor found with 2k images, videos of child pornography on iCloud
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[P] Run NeuralHash in your browser!
The ImageNet collisions found here can be consistently reproduced in the demo
What are some alternatives?
face-api.js - JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js
videohash - Near Duplicate Video Detection (Perceptual Video Hashing) - Get a 64-bit comparable hash-value for any video.
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.
neural-hash-collider - Preimage attack against NeuralHash 💣
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.
Watusi-for-WhatsApp - Your all-in-one tweak for WhatsApp Messenger!
BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".
prettymaps - A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
AppleNeuralHash2ONNX - Convert Apple NeuralHash model for CSAM Detection to ONNX.
firecracker - Secure and fast microVMs for serverless computing.
OpenShadingLanguage - Advanced shading language for production GI renderers