Publications

(* indicates corresponding author)
MMRotate: A Rotated Object Detection Benchmark using PyTorch
Yue Zhou, Xue Yang*, Gefan Zhang, Jiabao Wang, Yanyi Liu, Liping Hou, Xue Jiang, Xingzhao Liu, Junchi Yan, Chengqi Lyu, Wenwei Zhang, Kai Chen
In Proceedings of the 30th ACM International Conference on Multimedia (ACM MM, CCF-A), Open Source Software, 2022
[MMRotate]

RSDet++: Point-based Modulated Loss for More Accurate Rotated Object Detection
Wen Qian, Xue Yang, Silong Peng, Junchi Yan, Xiujuan Zhang
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT, CCF-B), 2022
[RSDet++-TF]

SCRDet++: Detecting Small, Cluttered and Rotated Objects via Instance-Level Feature Denoising and Rotation Loss Smoothing
Xue Yang, Junchi Yan, Wenlong Liao, Xiaokang Yang, Jin Tang, Tao He
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI, CCF-A), 2022
[IoU-Smooth L1 Loss-TF], [DOTA-DOAI]
[S2TLD]
[project page]

Dual-path Image Inpainting with Auxiliary GAN Inversion
Wentao Wang, Li Niu, Jianfu Zhang, Xue Yang, Liqing Zhang
In Proceedings of the IEEE Computer Vision and Pattern Recognition (CVPR, CCF-A), New Orleans, Louisiana, USA, 2022
[paper], [poster]

On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited
Xue Yang, Junchi Yan
International Journal of Computer Vision (IJCV, CCF-A), 2022
[CSL-TF], [DCL-TF], [OHDet-TF]
[OHD-SJTU]
[project page]

Learning High-Precision Bounding Box for Rotated Object Detection via Kullback-Leibler Divergence
Xue Yang, Xiaojiang Yang, Jirui Yang, Qi Ming, Wentao Wang, Qi Tian, Junchi Yan
Advances in Neural Information Processing Systems (NeurIPS, CCF-A), Virtual, 2021
[KLD-TF], [KLD-PyTorch]
[slides], [poster]
[解读]

Optimization for Arbitrary-Oriented Object Detection via Representation Invariance Loss
Qi Ming, Lingjuan Miao, Zhiqiang Zhou, Xue Yang, Yunpeng Dong
IEEE Geoscience and Remote Sensing Letters (GRSL, CCF-C), 2021
[RIDet-TF], [RIDet-PyTorch]

Parallel Multi-Resolution Fusion Network for Image Inpainting
Wentao Wang, Jianfu Zhang, Li Niu, Haoyu Ling, Xue Yang, Liqing Zhang
In Proceedings of the IEEE International Conference on Computer Vision (ICCV, CCF-A), Virtual, 2021
[paper], [poster]

Sparse Label Assignment for Oriented Object Detection in Aerial Images
Qi Ming, Lingjuan Miao, Zhiqiang Zhou, Junjie Song, Xue Yang
In Remote Sensing, 2021
[paper]
[SLA-PyTorch]

Rethinking Rotated Object Detection with Gaussian Wasserstein Distance Loss
Xue Yang, Junchi Yan, Qi Ming, Wentao Wang, Xiaopeng Zhang, Qi Tian
In International Conference on Machine Learning (ICML, CCF-A), Virtual, 2021
[GWD-TF], [GWD-PyTorch]
[slides], [poster]
[解读]

Dense Label Encoding for Boundary Discontinuity Free Rotation Detection
Xue Yang, Liping Hou, Yue Zhou, Wentao Wang, Junchi Yan
In Proceedings of the IEEE Computer Vision and Pattern Recognition (CVPR, CCF-A), Virtual, 2021
[RetinaNet-DCL-TF], [R3Det-DCL-TF]
[slides], [poster]
[解读]

Learning Modulated Loss for Rotated Object Detection
Wen Qian, Xue Yang, Silong Peng, Junchi Yan, Yue Guo
In Proceedings of the Thirty-Five AAAI Conference on Artificial Intelligence (AAAI, CCF-A), Vancouver, Canada (Virtual), 2021
[RSDet-TF]
[slides], [poster]
[解读]

R3Det: Refined Single-Stage Detector with Feature Refinement for Rotating Object
Xue Yang, Junchi Yan, Ziming Feng, Tao He
In Proceedings of the Thirty-Five AAAI Conference on Artificial Intelligence (AAAI, CCF-A), Vancouver, Canada (Virtual), 2021
[R3Det-TF], [R3Det-PyTorch]
[slides], [poster]

Arbitrary-Oriented Object Detection with Circular Smooth Label
Xue Yang, Junchi Yan
In Proceedings of the European Conference on Computer Vision (ECCV, CCF-B), Glasgow, Scotland, UK (Virtual), 2020
[CSL-RetinaNet-TF] [CSL-RetinaNet-PyTorch]
[slides]
[解读]

SCRDet: Towards More Robust Detection for Small, Cluttered and Rotated Objects
Xue Yang, Jirui Yang, Junchi Yan, Yue Zhang, Tengfei Zhang, Zhi Guo, Sun Xian, Kun Fu
In Proceedings of the IEEE International Conference on Computer Vision (ICCV, CCF-A), Seoul, Korea, 2019
[IoU-Smooth L1 Loss-TF], [R2CNN++-TF]
[poster]
[解读]

Rethinking Classification and Localization for Cascade R-CNN
Ang Li, Xue Yang, Chongyang Zhang
In Proceedings of the 30th British Machine Vision Conference (BMVC, CCF-C), Cardiff, Wales, UK, 2019

Position detection and direction prediction for arbitrary-oriented ships via multitask rotation region convolutional neural network
Xue Yang, Hao Sun, Xian Sun, Menglong Yan, Zhi Guo, Kun Fu
In IEEE Access, 2018
[paper]
[R2CNN_HEAD_FPN-TF]

Object Detection With Head Direction in Remote Sensing Images Based on Rotational Region CNN
Xue Yang, Kun Fu, Hao Sun, Xian Sun, Menglong Yan, Wenhui Diao, Zhi Guo
In IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2018
[paper]

A Densely Connected End-to-End Neural Network for Multiscale and Multiscene SAR Ship Detection
Jiao Jiao, Yue Zhang, Hao Sun, Xue Yang, Xun Gao, Wen Hong, Kun Fu, Xian Sun
In IEEE Access, 2018
[paper]

Automatic Ship Detection in Remote Sensing Images from Google Earth of Complex Scenes Based on Multiscale Rotation Dense Feature Pyramid Networks
Xue Yang, Hao Sun, Kun Fu, Jirui Yang, Xian Sun, Menglong Yan, Zhi Guo
In Remote Sensing, 2018
[R-DFPN-TF]

Preprints

G-Rep: Gaussian Representation for Arbitrary-Oriented Object Detection
Liping Hou, Ke Lu, Xue Yang, Yuqiu Li, Jian Xue
[G-Rep-PyTorch]
A Glyph-driven Topology Enhancement Network for Scene Text Recognition
Tongkun Guan, Chaochen Gu, Jingzheng Tu, Xue Yang, Qi Feng

The KFIoU Loss for Rotated Object Detection
Xue Yang, Yue Zhou, Gefan Zhang, Jirui Yang, Wentao Wang, Junchi Yan, Xiaopeng Zhang, Qi Tian
[KFIoU-TF], [KFIoU-PyTorch]
[解读]

AlphaRotate: A Rotation Detection Benchmark using TensorFlow
Xue Yang, Junchi Yan
[docs]
[AlphaRotate-TF]