Selected publications

Conference Papers

  1. Masked-attention Mask Transformer for Universal Image Segmentation
    Bowen Cheng, Ishan Misra, Alexander G. Schwing, Alexander Kirillov, Rohit Girdhar
    Conference on Computer Vision and Pattern Recognition (CVPR), 2022
    [Paper] | [Project] | [Code]

  2. Pointly-Supervised Instance Segmentation
    Bowen Cheng, Omkar Parkhi, Alexander Kirillov
    Conference on Computer Vision and Pattern Recognition (CVPR, oral), 2022
    [Paper] | [Project] | [Code]

  3. Per-Pixel Classification is Not All You Need for Semantic Segmentation
    Bowen Cheng, Alexander G. Schwing, Alexander Kirillov
    Conference on Neural Information Processing Systems (NeurIPS, spotlight), 2021
    [Paper] | [Project] | [Code]

  4. Boundary IoU: Improving Object-Centric Image Segmentation Evaluation
    Bowen Cheng, Ross Girshick, Piotr Dollár, Alexander C. Berg, Alexander Kirillov
    Conference on Computer Vision and Pattern Recognition (CVPR), 2021
    [Paper] | [Project] | [Code]

  5. Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation
    Liang-Chieh Chen, Raphael Gontijo Lopes, Bowen Cheng, Maxwell D. Collins, Ekin D. Cubuk, Barret Zoph, Hartwig Adam, Jonathon Shlens
    European Conference on Computer Vision (ECCV), 2020
    [Paper]

  6. Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation
    Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen
    Conference on Computer Vision and Pattern Recognition (CVPR), 2020
    [Paper] | [Code]

  7. HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation
    Bowen Cheng, Bin Xiao, Jingdong Wang, Honghui Shi, Thomas Huang, Lei Zhang
    Conference on Computer Vision and Pattern Recognition (CVPR), 2020
    [Paper] | [Code]

  8. SPGNet: Semantic Prediction Guidance for Scene Parsing
    Bowen Cheng, Liang-Chieh Chen, Yunchao Wei, Yukun Zhu, Zilong Huang, Jinjun Xiong, Thomas Huang, Wen-Mei Hwu, Honghui Shi
    International Conference on Computer Vision (ICCV), 2019
    [Paper]

  9. Revisiting RCNN: On Awakening the Classification Power of Faster RCNN
    Bowen Cheng, Yunchao Wei, Honghui Shi, Rogerio Feris, Jinjun Xiong, Thomas Huang
    European Conference on Computer Vision (ECCV), 2018
    [Paper] | [Code]

Tech Reports

  1. Mask2Former for Video Instance Segmentation
    Bowen Cheng, Anwesa Choudhuri, Ishan Misra, Alexander Kirillov, Rohit Girdhar, Alexander G. Schwing
    [ArXiv] | [Project] | [Code]

Other Publications

  1. Panoptic-DeepLab
    Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen
    ICCV 2019 Joint COCO and Mapillary Recognition Challenge Workshop, 2019 (best paper)
    [Paper] | [Code]

Please refer to my Google scholar for a full list of my publications.