HigherHRNet

 

Dataloader

https://github.com/HRNet/HigherHRNet-Human-Pose-Estimation/blob/master/lib/dataset/COCOKeypoints.py

 

GitHub - HRNet/HigherHRNet-Human-Pose-Estimation: This is an official implementation of our CVPR 2020 paper "HigherHRNet: Scale-

This is an official implementation of our CVPR 2020 paper "HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation" (https://arxiv.org/abs/1908.10357) - GitHu...

github.com

 

Model

https://github.com/HRNet/HigherHRNet-Human-Pose-Estimation/blob/master/lib/models/pose_higher_hrnet.py

 

GitHub - HRNet/HigherHRNet-Human-Pose-Estimation: This is an official implementation of our CVPR 2020 paper "HigherHRNet: Scale-

This is an official implementation of our CVPR 2020 paper "HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation" (https://arxiv.org/abs/1908.10357) - GitHu...

github.com

Associative Embedding Loss

https://github.com/HRNet/HigherHRNet-Human-Pose-Estimation/blob/aa23881492ff511185acf756a2e14725cc4ab4d7/lib/core/loss.py#L41

 

GitHub - HRNet/HigherHRNet-Human-Pose-Estimation: This is an official implementation of our CVPR 2020 paper "HigherHRNet: Scale-

This is an official implementation of our CVPR 2020 paper "HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation" (https://arxiv.org/abs/1908.10357) - GitHu...

github.com

 

저작자표시 (새창열림)

https://gofo-coding.tistory.com/entry/Affine-Frame

 

Affine Frame

Coordinate-free (Coordinate-invariant) Coordinate-free는 좌표계와 상관 없이 동일하게 동작하는 개념이다. point와 vector의 개념을 사용한다. points 특정한 좌표계 위에서의 위치를 의미한다. location in s..

blog.gofo.me

 

https://gofo-coding.tistory.com/entry/Affine-Transformation-Matrix-Transformation%EC%9D%98-%ED%95%B4%EC%84%9D

 

Affine Transformation Matrix, Transformation의 해석

Affine Transformation Matrix Affine Frame, Global Frame Affine frame은 3차원 공간상의 affine frame은 x, y, z 축에 대한 3개의 vector와 origin으로 구성된다. Global frame은 x, y, z 축에 대한 standard..

blog.gofo.me

 

 

저작자표시 (새창열림)

simple baseline & HRNet

 

top down 이므로

 

human detector가 필요하다. 주로 쓰는 것들은 아래와 같다.

 

Human detector

mask r-cnn(깃허브 큰 프로젝트에 포함되어 있다. 데모가 없어서 yolo 쓰는게 쉽고 좋다)

https://github.com/facebookresearch/detectron2 

 

GitHub - facebookresearch/detectron2: Detectron2 is a platform for object detection, segmentation and other visual recognition t

Detectron2 is a platform for object detection, segmentation and other visual recognition tasks. - GitHub - facebookresearch/detectron2: Detectron2 is a platform for object detection, segmentation a...

github.com

yolo v5(권장 빠르고 정확도 좋아서 쓰는게 좋음)

https://github.com/ultralytics/yolov5 

 

GitHub - ultralytics/yolov5: YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite. Contribute to ultralytics/yolov5 development by creating an account on GitHub.

github.com

 

SimpleBaseline

 

Dataloader

https://github.com/microsoft/human-pose-estimation.pytorch/blob/master/lib/dataset/coco.py 

 

GitHub - microsoft/human-pose-estimation.pytorch: The project is an official implement of our ECCV2018 paper "Simple Baselines

The project is an official implement of our ECCV2018 paper "Simple Baselines for Human Pose Estimation and Tracking(https://arxiv.org/abs/1804.06208)" - GitHub - microsoft/human-pose-est...

github.com

 

Model

https://github.com/microsoft/human-pose-estimation.pytorch/blob/master/lib/models/pose_resnet.py 

 

GitHub - microsoft/human-pose-estimation.pytorch: The project is an official implement of our ECCV2018 paper "Simple Baselines

The project is an official implement of our ECCV2018 paper "Simple Baselines for Human Pose Estimation and Tracking(https://arxiv.org/abs/1804.06208)" - GitHub - microsoft/human-pose-est...

github.com

 

Heatmap

https://github.com/facebookresearch/InterHand2.6M/blob/2b8061d2c8e762aa6fcb8e6f5d18f8a9e83bfd0c/main/model.py#L29

 

 

저작자표시 (새창열림)

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