deep-high-resolution-net.pytorch
The project is an official implementation of our CVPR2019 paper "Deep High-Resolution Representation Learning for Human Pose Estimation" (by leoxiaobin)
tfjs
A WebGL accelerated JavaScript library for training and deploying ML models. (by tensorflow)
| deep-high-resolution-net.pytorch | tfjs | |
|---|---|---|
| 4 | 29 | |
| 4,190 | 18,135 | |
| - | 0.4% | |
| 0.0 | 8.6 | |
| over 1 year ago | 4 days ago | |
| Cuda | TypeScript | |
| MIT License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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.
deep-high-resolution-net.pytorch
Posts with mentions or reviews of deep-high-resolution-net.pytorch.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-09-14.
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Deadlift videos needed [AI]
I am sure you have some great ideas in mind for your model design, but a quick tip (from having worked on a similar project) - it may be very challenging to simply take raw videos as input (especially with unconstrained camera viewpoints) without doing some feature extraction/keypoint detection first. For example, open-source plug-and-play 2D keypoint detectors are extremely good nowadays (e.g HRNet), and explicitly detecting 2D keypoints before classifying deadlift videos as "good" or "bad" will likely make the task more feasible!
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[D] HRNET- Human Pose Estimation [Implementation]
The repo is well maintained on GitHub and I have replicated the author's work. But I didn't get much understanding of how things are working there. I didn't see any results.
- Help finding an appropriate model for human pose estimation
- Real time 3d reconstruction with known parameters of cameras and environment?
tfjs
Posts with mentions or reviews of tfjs.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-04-09.
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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
What are some alternatives?
When comparing deep-high-resolution-net.pytorch and tfjs you can also consider the following projects:
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
face-api.js - JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js
mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.
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.
BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".
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.
AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System
mediapipe - Cross-platform, customizable ML solutions for live and streaming media.
firecracker - Secure and fast microVMs for serverless computing.
deep-high-resolution-net.pytorch vs openpose
tfjs vs face-api.js
deep-high-resolution-net.pytorch vs mmpose
tfjs vs webhl
deep-high-resolution-net.pytorch vs BlazePose-tensorflow
tfjs vs lightweight-human-pose-estimation.pytorch
deep-high-resolution-net.pytorch vs AlphaPose
tfjs vs BlazePose-tensorflow
deep-high-resolution-net.pytorch vs mediapipe
tfjs vs openpose
deep-high-resolution-net.pytorch vs lightweight-human-pose-estimation.pytorch
tfjs vs firecracker