mmhuman3d
mmpose
Our great sponsors
| mmhuman3d | mmpose | |
|---|---|---|
| 5 | 31 | |
| 1,120 | 4,969 | |
| 3.4% | 4.2% | |
| 3.3 | 8.4 | |
| about 2 months ago | 21 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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.
mmhuman3d
-
MMDeploy: Deploy All the Algorithms of OpenMMLab
MMHuman3D: OpenMMLab 3D human parametric model toolbox and benchmark.
-
What software can convert camera footage to a skeleton animation?
You might want to check out https://github.com/open-mmlab/mmhuman3d and https://github.com/google/mediapipe
-
MMHuman3D
We have released an @OpenMMLab human pose and shape estimation toolbox "MMHuman3D":
https://github.com/open-mmlab/mmhuman3d
- Popular methods with a modular framework
mmpose
-
RTMPose: The All-In-One Real-time Pose Estimation Solution for R&D
RTMPose-m achieves 75.8% AP on COCO with 90+ FPS on an Intel i7-11700 CPU and 430+ FPS on an NVIDIA GTX 1660 Ti GPU, and RTMPose-l achieves 67.0% AP on COCO-WholeBody with 130+ FPS.
-
MMDeploy: Deploy All the Algorithms of OpenMMLab
MMPose: OpenMMLab pose estimation toolbox and benchmark.
-
Model conversion from Pytorch to Tf using Onnx.
I downloaded pytorch2onnx.py from mmPose tools. It's big, but the top half is imports and input arguments. Line 125, I hard-coded my (image) input size. I ran it on my .pth model file, and out pop'd an onnx file.
-
Finetuning Openpose for custom dataset
They have a specific repo called mmpose: https://github.com/open-mmlab/mmpose
-
State of the art 2D body pose estimation [Discussion]
I would start with mmpose. It's basically a curated list of the best models ready to go.
-
[P] Object detection framework : Detectron2 VS MMDetection
The [MMLab key point detection](https://github.com/open-mmlab/mmpose) is in a separate repo from detection.
-
[D] Searching for open source pose estimation solution similar to open pose ?
One option is mmPose. They have a bunch of 2D/3D models implemented and support different skeleton structures.
-
Human Pose Estimation Recommendation
This library is pretty good. It has implementations for a number of pose estimators. I think Darkpose is the best one from memory
-
Human pose classification problem.
Check out https://github.com/open-mmlab/mmpose I think they have guides for new datasets
What are some alternatives?
mediapipe - Cross-platform, customizable ML solutions for live and streaming media.
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
mmfewshot - OpenMMLab FewShot Learning Toolbox and Benchmark
openpifpaf - Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.
mmflow - OpenMMLab optical flow toolbox and benchmark
AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System
mim - MIM Installs OpenMMLab Packages
mmaction2 - OpenMMLab's Next Generation Video Understanding Toolbox and Benchmark
mmcv - OpenMMLab Computer Vision Foundation
deep-high-resolution-net.pytorch - The project is an official implementation of our CVPR2019 paper "Deep High-Resolution Representation Learning for Human Pose Estimation"
openvino - OpenVINO™ is an open-source toolkit for optimizing and deploying AI inference
AdelaiDet - AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.