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Title: GitHub - thawro/pytorch-human-pose: PyTorch (from scratch) implementation and training of HigherHRNet. ยท GitHub

Open Graph Title: GitHub - thawro/pytorch-human-pose: PyTorch (from scratch) implementation and training of HigherHRNet.

X Title: GitHub - thawro/pytorch-human-pose: PyTorch (from scratch) implementation and training of HigherHRNet.

Description: PyTorch (from scratch) implementation and training of HigherHRNet. - thawro/pytorch-human-pose

Open Graph Description: PyTorch (from scratch) implementation and training of HigherHRNet. - thawro/pytorch-human-pose

X Description: PyTorch (from scratch) implementation and training of HigherHRNet. - thawro/pytorch-human-pose

Opengraph URL: https://github.com/thawro/pytorch-human-pose

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og:image:altPyTorch (from scratch) implementation and training of HigherHRNet. - thawro/pytorch-human-pose
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RESEARCH.mdhttps://github.com/thawro/pytorch-human-pose/blob/main/RESEARCH.md
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pyproject.tomlhttps://github.com/thawro/pytorch-human-pose/blob/main/pyproject.toml
READMEhttps://github.com/thawro/pytorch-human-pose
https://github.com/thawro/pytorch-human-pose#multi-person-pose-estimation-with-pytorch
HigherHRNethttps://arxiv.org/abs/1908.10357
๐Ÿ’ป Environmenthttps://github.com/thawro/pytorch-human-pose#environment
๐ŸŽ’ Prerequisiteshttps://github.com/thawro/pytorch-human-pose#-prerequisites
Data preparationhttps://github.com/thawro/pytorch-human-pose#data-preparation
ImageNethttps://github.com/thawro/pytorch-human-pose#imagenet
COCOhttps://github.com/thawro/pytorch-human-pose#coco
Virtual environment installationhttps://github.com/thawro/pytorch-human-pose#virtual-environment-installation
Checkpoints with trained modelshttps://github.com/thawro/pytorch-human-pose#checkpoints-with-trained-models
๐Ÿ“Š Inferencehttps://github.com/thawro/pytorch-human-pose#-inference
Classification (ClassificationHRNet)https://github.com/thawro/pytorch-human-pose#classification-classificationhrnet
ImageNet datahttps://github.com/thawro/pytorch-human-pose#imagenet-data
Custom datahttps://github.com/thawro/pytorch-human-pose#custom-data
Example outputs (top-5 probs):https://github.com/thawro/pytorch-human-pose#example-outputs-top-5-probs
Human Pose (HigherHRNet)https://github.com/thawro/pytorch-human-pose#human-pose-higherhrnet
COCO datahttps://github.com/thawro/pytorch-human-pose#coco-data
Custom datahttps://github.com/thawro/pytorch-human-pose#custom-data-1
Videohttps://github.com/thawro/pytorch-human-pose#video
Example outputs (images)https://github.com/thawro/pytorch-human-pose#example-outputs-images
Example outputs (videos)https://github.com/thawro/pytorch-human-pose#example-outputs-videos
๐Ÿ“‰ Training from scratchhttps://github.com/thawro/pytorch-human-pose#-training-from-scratch
Backbonehttps://github.com/thawro/pytorch-human-pose#backbone
Pretraining ClassificationHRNet on ImageNethttps://github.com/thawro/pytorch-human-pose#pretraining-classificationhrnet-on-imagenet
Using single GPUhttps://github.com/thawro/pytorch-human-pose#using-single-gpu
Using multiple GPUs - use torchrunhttps://github.com/thawro/pytorch-human-pose#using-multiple-gpus---use-torchrun
Evaluation of ClassificationHRNet on Imagenethttps://github.com/thawro/pytorch-human-pose#evaluation-of-classificationhrnet-on-imagenet
Human Posehttps://github.com/thawro/pytorch-human-pose#human-pose
Training HigherHRNet on COCOhttps://github.com/thawro/pytorch-human-pose#training-higherhrnet-on-coco
Using single GPUhttps://github.com/thawro/pytorch-human-pose#using-single-gpu-1
Using multiple GPUs - use torchrunhttps://github.com/thawro/pytorch-human-pose#using-multiple-gpus---use-torchrun-1
Evaluation of HigherHRNet on COCO (val2017)https://github.com/thawro/pytorch-human-pose#evaluation-of-higherhrnet-on-coco-val2017
๐Ÿ“š Training code guidehttps://github.com/thawro/pytorch-human-pose#-training-code-guide
Code structurehttps://github.com/thawro/pytorch-human-pose#code-structure
Code Guidehttps://github.com/thawro/pytorch-human-pose#code-guide
Configshttps://github.com/thawro/pytorch-human-pose#configs
Traininghttps://github.com/thawro/pytorch-human-pose#training
MLFlowhttps://github.com/thawro/pytorch-human-pose#mlflow
Training guidehttps://github.com/thawro/pytorch-human-pose#training-guide
1. Only HRNet (classifier) traininghttps://github.com/thawro/pytorch-human-pose#1-only-hrnet-classifier-training
2. Only HigherHRNet (keypoints) training (without pre-trained HRNet backbone)https://github.com/thawro/pytorch-human-pose#2-only-higherhrnet-keypoints-training-without-pre-trained-hrnet-backbone
3. Only HigherHRNet (keypoints) training (with pre-trained HRNet backbone)https://github.com/thawro/pytorch-human-pose#3-only-higherhrnet-keypoints-training-with-pre-trained-hrnet-backbone
4. Complete, "from scratch" traininghttps://github.com/thawro/pytorch-human-pose#4-complete-from-scratch-training
https://github.com/thawro/pytorch-human-pose#-environment
documentationhttps://python-poetry.org/docs/#installation
https://github.com/thawro/pytorch-human-pose#-prerequisites
https://github.com/thawro/pytorch-human-pose#data-preparation
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websitehttps://cocodataset.org/#download
https://github.com/thawro/pytorch-human-pose#virtual-environment-installation
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https://github.com/thawro/pytorch-human-pose#checkpoints-with-trained-models
Google Drivehttps://drive.google.com/drive/folders/1srwrno9YYSBy1Wqf-uDok_TpID9Mm20d?usp=sharing
https://github.com/thawro/pytorch-human-pose#-inference
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https://github.com/thawro/pytorch-human-pose#classification-classificationhrnet
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ImageNethttps://github.com/thawro/pytorch-human-pose#imagenet
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https://github.com/thawro/pytorch-human-pose#human-pose-higherhrnet
https://github.com/thawro/pytorch-human-pose#coco-data
COCOhttps://github.com/thawro/pytorch-human-pose#coco
https://github.com/thawro/pytorch-human-pose#custom-data-1
https://github.com/thawro/pytorch-human-pose#video
https://github.com/thawro/pytorch-human-pose#example-outputs-images
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https://github.com/thawro/pytorch-human-pose#example-outputs-videos
https://github.com/thawro/pytorch-human-pose#-training-from-scratch
Environmenthttps://github.com/thawro/pytorch-human-pose#environment
https://github.com/thawro/pytorch-human-pose#backbone
ImageNethttps://github.com/thawro/pytorch-human-pose#imagenet
https://github.com/thawro/pytorch-human-pose#pretraining-classificationhrnet-on-imagenet
https://github.com/thawro/pytorch-human-pose#using-single-gpu
torchrunhttps://pytorch.org/docs/stable/elastic/run.html
https://github.com/thawro/pytorch-human-pose#using-multiple-gpus---use-torchrun
https://github.com/thawro/pytorch-human-pose#evaluation-of-classificationhrnet-on-imagenet
https://github.com/thawro/pytorch-human-pose#human-pose
COCOhttps://github.com/thawro/pytorch-human-pose#coco
https://github.com/thawro/pytorch-human-pose#training-higherhrnet-on-coco
https://github.com/thawro/pytorch-human-pose#using-single-gpu-1
torchrunhttps://pytorch.org/docs/stable/elastic/run.html
https://github.com/thawro/pytorch-human-pose#using-multiple-gpus---use-torchrun-1
https://github.com/thawro/pytorch-human-pose#evaluation-of-higherhrnet-on-coco-val2017
https://github.com/thawro/pytorch-human-pose#-training-code-guide
https://github.com/thawro/pytorch-human-pose#code-structure
https://github.com/thawro/pytorch-human-pose#code-guide
https://github.com/thawro/pytorch-human-pose#configs
https://github.com/thawro/pytorch-human-pose#training
yaml confighttps://github.com/thawro/pytorch-human-pose#configs
https://github.com/thawro/pytorch-human-pose#mlflow
mlflowhttps://mlflow.org/
https://github.com/thawro/pytorch-human-pose#training-guide
https://github.com/thawro/pytorch-human-pose#1-only-hrnet-classifier-training
https://github.com/thawro/pytorch-human-pose#2-only-higherhrnet-keypoints-training-without-pre-trained-hrnet-backbone
https://github.com/thawro/pytorch-human-pose#3-only-higherhrnet-keypoints-training-with-pre-trained-hrnet-backbone
Downloadedhttps://github.com/thawro/pytorch-human-pose#checkpoints-with-trained-models
https://github.com/thawro/pytorch-human-pose#4-complete-from-scratch-training
pytorch https://github.com/topics/pytorch
human-pose-estimation https://github.com/topics/human-pose-estimation
hrnet https://github.com/topics/hrnet
multi-person-pose-estimation https://github.com/topics/multi-person-pose-estimation
higher-hrnet https://github.com/topics/higher-hrnet
Readme https://github.com/thawro/pytorch-human-pose#readme-ov-file
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Contributorshttps://github.com/thawro/pytorch-human-pose/graphs/contributors
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Python 98.6% https://github.com/thawro/pytorch-human-pose/search?l=python
Shell 1.3% https://github.com/thawro/pytorch-human-pose/search?l=shell
Makefile 0.1% https://github.com/thawro/pytorch-human-pose/search?l=makefile
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