Peiyu Yang

I am a PhD student at the the University of Western Australia advised by Prof Ajmal Mian, A/Prof Naveed Akhtar, and A/Prof Zeyi Wen. I received my master degree from Northeastern University supervised by Prof. Lu Wang . My research interests include explainable artificial intelligence, robust model training and adversarial attacks.

Email  /  Google Scholar  /  Github

profile photo
News

Jan 7, 2023: Our paper Re-Calibrating Feature Attributions for Model Interpretation has been accpeted by ICLR 2023 Spotlight!

Publications
prl Re-Calibrating Feature Attributions for Model Interpretation
Peiyu Yang, Naveed Akhtar, Zeyi Wen, Mubarak Shah, Ajmal Mian.
International Conference on Learning Representations (ICLR), 2023.

Code/bibtex
prl Local Path Integration for Attribution
Peiyu Yang, Naveed Akhtar, Zeyi Wen, Ajmal Mian.
AAAI Conference on Artificial Intelligence (AAAI), 2023.

Code/bibtex
prl Multi-Grained Interpretable Network for Image Recognition
Peiyu Yang, Zeyi Wen, Ajmal Mian.
International Conference on Pattern Recognition (ICPR), 2022.

bibtex
prl Visible Part Prediction and Temporal Calibration for Pedestrian Detection
Peiyu Yang, Weixi Li, Lu Wang, Lisheng Xu, Qingxu Deng.
IET Image Processing (IETIP), 2023.

bibtex
prl A Part-Aware Multi-Scale Fully Convolutional Network for Pedestrian Detection
Peiyu Yang, Guofeng Zhang, Lu Wang, Lisheng Xu, Qingxu Deng, Ming-Hsuan Yang.
IEEE Transaction on on Intelligent Transportation Systems (TITS), 2021.

Code/bibtex
prl Hardhat-Wearing Detection Based on a Lightweight Convolutional Neural Network with Multi-Scale Features and a Top-Down Module
Lu Wang, Liangbin Xie, Peiyu Yang, Qingxu Deng, Shuo Du, Lisheng Xu.
Sensor, 2022.

bibtex
prl A Local Top-Down Module for Object Detection with Multi-scale Features
Shihua Huang, Lu Wang, Peiyu Yang, Qingxu Deng.
Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2022.

bibtex