A collection of HRNet applications

(Please feel freely add your applications if not included)

Classification, segmentation and detection

ImageNet classification

Deep High-Resolution Representation Learning for Visual Recognition. Jingdong Wang, Ke Sun, Tianheng Cheng, Borui Jiang, Chaorui Deng, Yang Zhao, Dong Liu, Yadong Mu, Mingkui Tan, Xinggang Wang, Wenyu Liu, and Bin Xiao. TPAMI. 2020. code

Semantic segmentation

Deep High-Resolution Representation Learning for Visual Recognition. Jingdong Wang, Ke Sun, Tianheng Cheng, Borui Jiang, Chaorui Deng, Yang Zhao, Dong Liu, Yadong Mu, Mingkui Tan, Xinggang Wang, Wenyu Liu, and Bin Xiao. TPAMI. 2020. code

Hierarchical Multi-Scale Attention for Semantic Segmentation. Andrew Tao, Karan Sapra, and Bryan Catanzaro: CoRR abs/2005.10821 (2020). Rank #1, cityscapes benchmark

MSeg: A Composite Dataset for Multi-domain Semantic Segmentation. John Lambert, Zhuang Liu, Ozan Sener, James Hays, and Vladlen Koltun. CVPR 2020. code

Object-Contextual Representations for Semantic Segmentation. Yuhui Yuan, Xilin Chen, Jingdong Wang. ECCV 2020. code, code

Disentangled Non-Local Neural Networks. Minghao Yin, Zhuliang Yao, Yue Cao, Xiu Li, Zheng Zhang, Stephen Lin, Han Hu. CoRR abs/2006.06668 (2020)

Instance segmentation and panoptic segmentation

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. CVPR 2020. The winner of Mapillary Vistas Panoptic Segmentation Task, COCO + Mapillary Joint Recognition Challenge Workshop at ICCV 2019. code

1st Place Solutions for OpenImage2019 - Object Detection and Instance Segmentation. Yu Liu, Guanglu Song, Yuhang Zang, Yan Gao, Enze Xie, Junjie Yan, Chen Change Loy, Xiaogang Wang. CoRR abs/2003.07557 (2020)

Object detection

Deep High-Resolution Representation Learning for Visual Recognition. Jingdong Wang, Ke Sun, Tianheng Cheng, Borui Jiang, Chaorui Deng, Yang Zhao, Dong Liu, Yadong Mu, Mingkui Tan, Xinggang Wang, Wenyu Liu, and Bin Xiao. TPAMI. 2020. code on MMDetection, code on Mask RCNN, code with FCOS

1st Place Solutions of Waymo Open Dataset Challenge 2020: 2D Object Detection Track. Zehao Huang, Zehui Chen, Qiaofei Li, Hongkai Zhang and Naiyan Wang. CVPRW 2020.

CenterNet: Keypoint Triplets for Object Detection. Kaiwen Duan, Song Bai, Lingxi Xie, Honggang Qi, Qingming Huang, Qi Tian. ICCV 2019.

FCOS: Fully Convolutional One-Stage Object Detection. Zhi Tian, Chunhua Shen, Hao Chen, and Tong He. ICCV 2019. code

Human-centric vision

Human pose estimation

Deep High-Resolution Representation Learning for Human Pose Estimation. Ke Sun, Bin Xiao, Dong Liu, Jingdong Wang. CVPR 2019. code video

Distribution-Aware Coordinate Representation for Human Pose Estimation. Feng Zhang, Xiatian Zhu, Hanbin Dai, Mao Ye, and Ce Zhu. CVPR 2020. code

The Devil Is in the Details: Delving Into Unbiased Data Processing for Human Pose Estimation. Junjie Huang, Zheng Zhu, Feng Guo, Guan Huang. CVPR 2020. code

Video pose estimation

Learning Temporal Pose Estimation from Sparsely-Labeled Videos. Gedas Bertasius, Christoph Feichtenhofer, Du Tran, Jianbo Shi, Lorenzo Torresani. NeurIPS 2019. code

3D human pose estimation

Cascaded deep monocular 3D human pose estimation with evolutionary training data. Shichao Li, Lei Ke, Kevin Pratama, Yu-Wing Tai, Chi-Keung Tang, Kwang-Ting Cheng. CoRR abs/2006.07778 (2020)

Motion Guided 3D Pose Estimation from Videos. Jingbo Wang, Sijie Yan, Yuanjun Xiong, Dahua Lin. CoRR abs/2004.13985 (2020)

Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild. Umar Iqbal, Pavlo Molchanov, and Jan Kautz. CVPR 2020

Pedestrian Detection

Pedestrian Detection: The Elephant In The Room. Irtiza Hasan, Shengcai Liao, Jinpeng Li, Saad Ullah Akram, Ling Shao. CoRR abs/2003.08799 (2020). code

Face alignment

Deep High-Resolution Representation Learning for Visual Recognition. Jingdong Wang, Ke Sun, Tianheng Cheng, Borui Jiang, Chaorui Deng, Yang Zhao, Dong Liu, Yadong Mu, Mingkui Tan, Xinggang Wang, Wenyu Liu, and Bin Xiao. TPAMI. 2020. code

Face recognition

FAN-Face: a Simple Orthogonal Improvement to Deep Face Recognition. Jing Yang, Adrian Bulat, Georgios Tzimiropoulos. AAAI 2020.

Sign language recognition

Spatial-Temporal Multi-Cue Network for Continuous Sign Language Recognition. Hao Zhou, Wengang Zhou, Yun Zhou, Houqiang Li. AAAI 2020.

Multi-Object Tracking

A Simple Baseline for Multi-Object Tracking. Yifu Zhang, Chunyu Wang, Xinggang Wang, Wenjun Zeng, Wenyu Liu. CoRR abs/2004.01888 (2020). code

Fashion Image Retrieval

Which Is Plagiarism: Fashion Image Retrieval Based on Regional Representation for Design Protection. Yining Lang, Yuan He, Fan Yang, Jianfeng Dong, Hui Xue. CVPR 2020.

Fine-grained visual categorization

Semi-Supervised Recognition under a Noisy and Fine-grained Dataset. Cheng Cui, Zhi Ye, Yangxi Li, Xinjian Li, Min Yang, Kai Wei, Bing Dai, Yanmei Zhao, Zhongji Liu, Rong Pang. CoRR abs/2006.10702 (2020). code

Pretraing

Learning High-Resolution Domain-Specific Representations with a GAN Generator. Danil Galeev, Konstantin Sofiiuk, Danila Rukhovich, Mikhail Romanov, Olga Barinova, Anton Konushin. CoRR abs/2006.10451 (2020)

Table detection

CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documents. Devashish Prasad, Ayan Gadpal, Kshitij Kapadni, Manish Visave, Kavita Sultanpure. CVPRW 2020. code

Computational photography

Foreground-aware Semantic Representations for Image Harmonization. Konstantin Sofiiuk, Polina Popenova, Anton Konushin. CoRR abs/2006.00809 (2020). code

High-Resolution Network for Photorealistic Style Transfer. Ming Li, Chunyang Ye, Wei Li. CoRR abs/1904.11617 (2019). code

Progressive Image Inpainting with Full-Resolution Residual Network. Zongyu Guo, Zhibo Chen, Tao Yu, Jiale Chen, Sen Liu. ACM Multimedia 2019: 2496-2504. code

NTIRE 2019 Challenge on Image Enhancement: Methods and Results. CVPR Workshops 2019. The winner, the Mt.Stars team, adopted the HRNet.

6-DoF Pose Estimation

Neural Mesh Refiner for 6-DoF Pose Estimation. Di Wu, Yihao Chen, Xianbiao Qi, Yongjian Yu, Weixuan Chen, Rong Xiao. CoRR abs/2003.07561 (2020). code

Co-Segmentation

Deep Object Co-Segmentation via Spatial-Semantic Network Modulation. Kaihua Zhang, Jin Chen, Bo Liu, Qingshan Liu. AAAI 2020.

DL platform

Baidu PaddlePaddle. PaddleSeg model_zoo PaddleSeg HRNet tutorial

GLUON-CV HRNet