BlazePose-tensorflow
AlphaPose
| BlazePose-tensorflow | AlphaPose | |
|---|---|---|
| 1 | 4 | |
| 109 | 7,716 | |
| - | 1.5% | |
| 2.6 | 0.0 | |
| over 3 years ago | 4 months ago | |
| Python | Python | |
| Apache License 2.0 | GNU General Public License v3.0 or later |
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.
BlazePose-tensorflow
-
Help finding an appropriate model for human pose estimation
blazepose: havent tried it yet, looks like tf implementation, but no discussion bout speed. Training code included
AlphaPose
-
Help finding an appropriate model for human pose estimation
alphapose: havent tried it, but looks to run at 16fps (maybe faster?) but is only intended for research not commercial. Training script available.
-
[P] Gait Recognition in the wild
The model is an ST-GCN trained in a completely unsupervised manner, from a LOT of skeleton sequences. Pose estimation was performed with AlphaPose, and tracked using SORT.
-
Human Pose Estimation Recommendation
Link: https://github.com/MVIG-SJTU/AlphaPose
-
Tetris but you are the bricks
Pretty sure the software has improved enough to the point where it's pretty good https://github.com/MVIG-SJTU/AlphaPose
What are some alternatives?
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.
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
mediapipe - Cross-platform, customizable ML solutions for live and streaming media.
mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.
tfjs-models - Pretrained models for TensorFlow.js
tfjs - A WebGL accelerated JavaScript library for training and deploying ML models.
openpifpaf - Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.
deep-high-resolution-net.pytorch - The project is an official implementation of our CVPR2019 paper "Deep High-Resolution Representation Learning for Human Pose Estimation"
VIBE - Official implementation of CVPR2020 paper "VIBE: Video Inference for Human Body Pose and Shape Estimation"