Huiyu Wang


I am a Ph.D. candidate in Computer Science at Johns Hopkins University, advised by Bloomberg Distinguished Professor Alan Yuille. Before that, I received M.S. in Electrical Engineering from University of California, Los Angeles and B.S. in Information Engineering from Shanghai Jiao Tong University. I also spent two years as a student researcher at Google and had wonderful summers at Allen Institute for Artificial Intelligence, and TuSimple.

My research interest is computer vision with focuses on long-range modeling and scene segmentation.

I will join Facebook AI Research as a research scientist after graduation.

News

  • DeepLab2 has been released, with MaX-DeepLab and Axial-DeepLab officially re-implemented in TensorFlow2.
  • MaX-DeepLab, accepted to CVPR 2021, achieves 51.3% PQ on COCO with an end-to-end Mask Xformer.
  • CO2 accepted to ICLR 2021.
  • Axial-DeepLab, the first architecture with global attention in all layers, is accepted to ECCV 2020.

Selected Publications

MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers
Huiyu Wang, Yukun Zhu, Hartwig Adam, Alan Yuille, Liang-Chieh Chen
In Conference on Computer Vision and Pattern Recognition (CVPR), 2021
arXiv | Code | Poster | Slides | Video | Google AI Blog

Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation
Huiyu Wang, Yukun Zhu, Bradley Green, Hartwig Adam, Alan Yuille, Liang-Chieh Chen
In European Conference on Computer Vision (ECCV), 2020 (Spotlight)
arXiv | Official Code | PyTorch Code | Slides | Video | Google AI Blog

ELASTIC: Improving CNNs with Dynamic Scaling Policies
Huiyu Wang, Aniruddha Kembhavi, Ali Farhadi, Alan Yuille, Mohammad Rastegari
In Conference on Computer Vision and Pattern Recognition (CVPR), 2019 (Oral)
arXiv | Code | Poster | Video

Full List of Publications

DeepLab2: A TensorFlow Library for Deep Labeling
Mark Weber*, Huiyu Wang*, Siyuan Qiao*, Jun Xie, Maxwell D. Collins, Yukun Zhu, Liangzhe Yuan, Dahun Kim, Qihang Yu, Daniel Cremers, Laura Leal-Taixe, Alan L. Yuille, Florian Schroff, Hartwig Adam, Liang-Chieh Chen
In arXiv preprint, 2021
arXiv | Code

MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers
Huiyu Wang, Yukun Zhu, Hartwig Adam, Alan Yuille, Liang-Chieh Chen
In Conference on Computer Vision and Pattern Recognition (CVPR), 2021
arXiv | Code | Poster | Slides | Video | Google AI Blog

Scaling Wide Residual Networks for Panoptic Segmentation
Liang-Chieh Chen, Huiyu Wang, Siyuan Qiao
In arXiv preprint, 2020
arXiv | Code

CO2: Consistent Contrast for Unsupervised Visual Representation Learning
Chen Wei, Huiyu Wang, Wei Shen, Alan Yuille
In International Conference on Learning Representations (ICLR), 2021
arXiv

Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation
Huiyu Wang, Yukun Zhu, Bradley Green, Hartwig Adam, Alan Yuille, Liang-Chieh Chen
In European Conference on Computer Vision (ECCV), 2020 (Spotlight)
arXiv | Official Code | PyTorch Code | Slides | Video | Google AI Blog

Rethinking Normalization and Elimination Singularity in Neural Networks
Siyuan Qiao, Huiyu Wang, Chenxi Liu, Wei Shen, Alan Yuille
In arXiv preprint, 2019
arXiv | Code

Combining Compositional Models and Deep Networks For Robust Object Classification under Occlusion
Adam Kortylewski, Qing Liu, Huiyu Wang, Zhishuai Zhang, Alan Yuille
In Winter Conference on Applications of Computer Vision (WACV), 2020 (Spotlight)
arXiv

Semantic-Aware Knowledge Preservation for Zero-Shot Sketch-Based Image Retrieval
Qing Liu, Lingxi Xie, Huiyu Wang, Alan Yuille
In International Conference on Computer Vision (ICCV), 2019
arXiv | Code

Weight Standardization
Siyuan Qiao, Huiyu Wang, Chenxi Liu, Wei Shen, Alan Yuille
In arXiv preprint, 2019
arXiv | Code

ELASTIC: Improving CNNs with Dynamic Scaling Policies
Huiyu Wang, Aniruddha Kembhavi, Ali Farhadi, Alan Yuille, Mohammad Rastegari
In Conference on Computer Vision and Pattern Recognition (CVPR), 2019 (Oral)
arXiv | Code | Poster | Video

Semantic Mapping for Safe and Comfortable Navigation of a Brain-Controlled Wheelchair
Zhixuan Wei, Weidong Chen, Jingchuan Wang, Huiyu Wang, Kang Li
In International Conference on Intelligent Robotics and Applications (ICIRA), 2013
Paper