RPN+(Tensorflow) for people detection
This repository is not going to be updated anymore. The new detection model will be published here: TARTDetection
Code accompanying the paper "Expecting the Unexpected: Training Detectors for Unusual Pedestrians with Adversarial Imposters(CVPR2017)". As for the generator for synthetic data, please take this repo for reference.
Run Demo:
python demo.py 0
Train:
imageLoadDir
and anoLoadDir
to proper values(imageLoadDir
means where you store your images and anoLoadDir
means where you store your annotation files).python train.py 0
Please cite our paper if you use this code or our datasets in your own work:
@InProceedings{Huang_2017_CVPR,
author = {Huang, Shiyu and Ramanan, Deva},
title = {Expecting the Unexpected: Training Detectors for Unusual Pedestrians With Adversarial Imposters},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {July},
year = {2017}
}
Shiyu Huang([email protected])