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Masked-attention Mask Transformer for Universal Image Segmentation


Dec 02, 2021
Bowen Cheng, Ishan Misra, Alexander G. Schwing, Alexander Kirillov, Rohit Girdhar

* Project page/code/models: https://bowenc0221.github.io/mask2former 

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Per-Pixel Classification is Not All You Need for Semantic Segmentation


Jul 13, 2021
Bowen Cheng, Alexander G. Schwing, Alexander Kirillov

* Project page: https://bowenc0221.github.io/maskformer 

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Pseudo-IoU: Improving Label Assignment in Anchor-Free Object Detection


Apr 29, 2021
Jiachen Li, Bowen Cheng, Rogerio Feris, Jinjun Xiong, Thomas S. Huang, Wen-Mei Hwu, Humphrey Shi

* CVPR 2021 Workshop 

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Back-tracing Representative Points for Voting-based 3D Object Detection in Point Clouds


Apr 14, 2021
Bowen Cheng, Lu Sheng, Shaoshuai Shi, Ming Yang, Dong Xu

* CVPR2021 

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Pointly-Supervised Instance Segmentation


Apr 13, 2021
Bowen Cheng, Omkar Parkhi, Alexander Kirillov

* Project page: https://bowenc0221.github.io/point-sup 

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Boundary IoU: Improving Object-Centric Image Segmentation Evaluation


Mar 30, 2021
Bowen Cheng, Ross Girshick, Piotr Dollár, Alexander C. Berg, Alexander Kirillov

* CVPR 2021, project page: https://bowenc0221.github.io/boundary-iou 

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ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition


Nov 30, 2020
Hsin-Pai Cheng, Feng Liang, Meng Li, Bowen Cheng, Feng Yan, Hai Li, Vikas Chandra, Yiran Chen


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Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation


May 22, 2020
Liang-Chieh Chen, Raphael Gontijo Lopes, Bowen Cheng, Maxwell D. Collins, Ekin D. Cubuk, Barret Zoph, Hartwig Adam, Jonathon Shlens

* 21 pages including reference 

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Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation


Dec 06, 2019
Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen

* 16-page detailed technical report of arXiv:1910.04751 

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Panoptic-DeepLab


Oct 24, 2019
Bowen Cheng, Maxwell D. Collins, Yukun Zhu, Ting Liu, Thomas S. Huang, Hartwig Adam, Liang-Chieh Chen

* This work is presented at ICCV 2019 Joint COCO and Mapillary Recognition Challenge Workshop 

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SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems


Sep 20, 2019
Xiaofan Zhang, Haoming Lu, Cong Hao, Jiachen Li, Bowen Cheng, Yuhong Li, Kyle Rupnow, Jinjun Xiong, Thomas Huang, Honghui Shi, Wen-mei Hwu, Deming Chen


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Bottom-up Higher-Resolution Networks for Multi-Person Pose Estimation


Aug 27, 2019
Bowen Cheng, Bin Xiao, Jingdong Wang, Honghui Shi, Thomas S. Huang, Lei Zhang


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SPGNet: Semantic Prediction Guidance for Scene Parsing


Aug 26, 2019
Bowen Cheng, Liang-Chieh Chen, Yunchao Wei, Yukun Zhu, Zilong Huang, Jinjun Xiong, Thomas Huang, Wen-Mei Hwu, Honghui Shi

* ICCV 2019 

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High Frequency Residual Learning for Multi-Scale Image Classification


May 07, 2019
Bowen Cheng, Rong Xiao, Jianfeng Wang, Thomas Huang, Lei Zhang


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Revisiting Pre-training: An Efficient Training Method for Image Classification


Nov 23, 2018
Bowen Cheng, Yunchao Wei, Honghui Shi, Shiyu Chang, Jinjun Xiong, Thomas S. Huang

* Technical report 

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Revisit Multinomial Logistic Regression in Deep Learning: Data Dependent Model Initialization for Image Recognition


Sep 17, 2018
Bowen Cheng, Rong Xiao, Yandong Guo, Yuxiao Hu, Jianfeng Wang, Lei Zhang

* tech report 

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Revisiting RCNN: On Awakening the Classification Power of Faster RCNN


Jul 14, 2018
Bowen Cheng, Yunchao Wei, Honghui Shi, Rogerio Feris, Jinjun Xiong, Thomas Huang

* ECCV 2018 

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TS2C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection


Jul 13, 2018
Yunchao Wei, Zhiqiang Shen, Bowen Cheng, Honghui Shi, Jinjun Xiong, Jiashi Feng, Thomas Huang

* ECCV2018 

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Enhance Visual Recognition under Adverse Conditions via Deep Networks


Dec 20, 2017
Ding Liu, Bowen Cheng, Zhangyang Wang, Haichao Zhang, Thomas S. Huang


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Robust Emotion Recognition from Low Quality and Low Bit Rate Video: A Deep Learning Approach


Sep 10, 2017
Bowen Cheng, Zhangyang Wang, Zhaobin Zhang, Zhu Li, Ding Liu, Jianchao Yang, Shuai Huang, Thomas S. Huang

* Accepted by the Seventh International Conference on Affective Computing and Intelligent Interaction (ACII2017) 

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