Mask-Guided Attention Network for Occluded Pedestrian Detection

Pedestrian detection framework as detailed in arXiv report, accepted to ICCV 2019.

Installation

Our MGAN is based on mmdetection. Please check INSTALL.md for installation instructions.

Datasets

You can download CityScapes Datasets.Put it in data folder.

Testing

The following commands will test the model on 1 GPU.

python tools/test.py city_cfgs/mgan_50_65.py models/50_65.pth --out result/50_65.pkl

Eval

The following command will evaltate the results on CityPersons

python eval/eval_demo.py

Results

| R | HO | Download | |:----: | :----: | :-------------------------------------------------------------------------------------------------------------------------------: | | 11.0 | 50.3 | Google Drive/ Baidu Yun(zq93) |