PoseNDF
AlphaPose
PoseNDF | AlphaPose | |
---|---|---|
1 | 4 | |
200 | 7,737 | |
- | 1.0% | |
0.8 | 0.0 | |
about 1 year ago | 3 days ago | |
Python | Python | |
GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
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PoseNDF
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POSE-NDF — modeling human pose manifolds with neural distance fields
Project | Paper | Code
AlphaPose
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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.
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[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.
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Human Pose Estimation Recommendation
Link: https://github.com/MVIG-SJTU/AlphaPose
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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?
DeepPoseKit - a toolkit for pose estimation using deep learning
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
SMPL - NumPy, TensorFlow and PyTorch implementation of human body SMPL model and infant body SMIL model.
mediapipe - Cross-platform, customizable ML solutions for live and streaming media.
6DRepNet - Official Pytorch implementation of 6DRepNet: 6D Rotation representation for unconstrained head pose estimation.
mmpose - OpenMMLab Pose Estimation Toolbox and Benchmark.
CustomPose-Classification-Mediapipe - Creating a Yoga pose classification using Mediapipe with help of OpenCV
BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".
clip-fields - Teaching robots to respond to open-vocab queries with CLIP and NeRF-like neural fields
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.
openpifpaf - Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.
VIBE - Official implementation of CVPR2020 paper "VIBE: Video Inference for Human Body Pose and Shape Estimation"