MCPcopy Index your code
hub / github.com/OpenGVLab/HumanBench

github.com/OpenGVLab/HumanBench @main

Chat with this repo
repository ↗ · DeepWiki ↗ · + Follow
2,224 symbols 5,666 edges 137 files 609 documented · 27%
What it actually does AI analysis from the code graph — generated when you open this
loading…
README

HumanBench: Towards Human-Centric Foundation Models


  • HumanBench (CVPR 2023) - HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining

  • UniHCP (CVPR 2023) - UniHCP: A Unified Model for Human-Centric Perceptions

News

  • 2023.4 Code of PATH is available.
  • 2023.3 Code of UniHCP is available.

Contact

  • We are hiring at all levels at Shanghai Artificial Labolotory, including full-time researchers, engineers and interns. If you are interested in working with us on human-centric foundation model and human-centric AIGC driven by foundation model, please contact tangshixiang.

License

The content of this project itself is licensed under LICENSE.

Citation

@article{tang2023humanbench,
  title={HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining},
  author={Tang, Shixiang and Chen, Cheng and Xie, Qingsong and Chen, Meilin and Wang, Yizhou and Ci, Yuanzheng and Bai, Lei and Zhu, Feng and Yang, Haiyang and Yi, Li and others},
  journal={arXiv preprint arXiv:2303.05675},
  year={2023}
}

@article{ci2023unihcp,
  title={UniHCP: A Unified Model for Human-Centric Perceptions},
  author={Ci, Yuanzheng and Wang, Yizhou and Chen, Meilin and Tang, Shixiang and Bai, Lei and Zhu, Feng and Zhao, Rui and Yu, Fengwei and Qi, Donglian and Ouyang, Wanli},
  journal={arXiv preprint arXiv:2303.02936},
  year={2023}
}

Core symbols most depended-on inside this repo

get
called by 235
PATH/core/data/datasets/images/seg_dataset_dev.py
size
called by 201
PATH/core/data/transforms/pose_transforms.py
permute
called by 145
PATH/core/models/ops/hrt_helpers/multihead_isa_attention.py
cuda
called by 90
PATH/core/data/datasets/images/seg_dataset_dev.py
printlog
called by 83
PATH/core/utils.py
cat
called by 74
PATH/core/models/ops/boxes.py
update
called by 58
PATH/core/solvers/solver.py
info
called by 41
PATH/core/models/backbones/vit.py

Shape

Method 1,428
Function 414
Class 382

Languages

Python100%

Modules by API surface

PATH/core/data/datasets/images/seg_data_tools/cv2_aug_transforms.py89 symbols
PATH/core/utils.py84 symbols
PATH/core/distributed_utils.py62 symbols
PATH/core/data/transforms/seg_aug_dev.py58 symbols
PATH/core/data/transforms/pose_transforms.py56 symbols
PATH/core/models/backbones/vitdet_for_ladder_attention_share_pos_embed.py52 symbols
PATH/core/models/backbones/vitdet_for_ladder_attention.py52 symbols
PATH/core/models/backbones/vitdet.py52 symbols
PATH/core/models/decoders/peddet_decoders/mask2former_transformer_decoder.py50 symbols
PATH/core/augmentation.py50 symbols
PATH/core/models/backbones/vit.py48 symbols
PATH/core/data/transforms/peddet_transforms_helpers/transforms.py48 symbols

For agents

$ claude mcp add HumanBench \
  -- python -m otcore.mcp_server <graph>

⬇ download graph artifact