TOV mmdetection

TOV mmdetection is an open source toolbox for object localization and detection tasks on top of mmdetection.

• Scale Match for TinyPerson Detection (WACV2020)
• Object Localization under Single Coarse Point Supervision (CVPR2022)

Introduction

TODO list:

• [x] add TinyPerson dataset and evaluation
• [x] add crop and merge for image during inference
• [x] implement RetinaNet and Faster-FPN baseline on TinyPerson
• [x] add SM/MSM experiment support

Install

install environment

conda create -n open-mmlab python=3.7 -y
conda activate open-mmlab
# install latest pytorch prebuilt with the default prebuilt CUDA version (usually the latest)
conda install -c pytorch pytorch torchvision -y
# conda install -c pytorch pytorch=1.5.0 cudatoolkit=10.2 torchvision -y
# install the latest mmcv
pip install mmcv-full --user

conda install scikit-image

download and project setting

• [note]: if your need to modified from origin mmdetection code, see here, otherwise do not need any other modified.
• [note]: for more about evaluation, see evaluation_of_tiny_object.md

git clone https://github.com/ucas-vg/TOV_mmdetection # from github
# git clone https://gitee.com/ucas-vg/TOV_mmdetection  # from gitee
cd TOV_mmdetection
# download code for evaluation
git clone https://github.com/yinglang/huicv/  # from github
# git clone https://gitee.com/ucas-vg/huicv  # from gitee

# install mmdetection
pip uninstall pycocotools   # sometimes need to source deactivate before, for 
pip install -r requirements/build.txt
pip install -v -e . --user  # or try "python setup.py develop" if get still got pycocotools error

Citation

If you use the code and benchmark in your research, please cite:

@inproceedings{yu2020scale,
  title={Scale Match for Tiny Person Detection},
  author={Yu, Xuehui and Gong, Yuqi and Jiang, Nan and Ye, Qixiang and Han, Zhenjun},
  booktitle={The IEEE Winter Conference on Applications of Computer Vision},
  pages={1257--1265},
  year={2020}
}

And if the ECCVW challenge sumarry do some help for your research, please cite:

@article{yu20201st,
  title={The 1st Tiny Object Detection Challenge: Methods and Results},
  author={Yu, Xuehui and Han, Zhenjun and Gong, Yuqi and Jan, Nan and Zhao, Jian and Ye, Qixiang and Chen, Jie and Feng, Yuan and Zhang, Bin and Wang, Xiaodi and others},
  journal={arXiv preprint arXiv:2009.07506},
  year={2020}
}