Xue Yang's Homepage

📝 Oriented Object Detection

PointOBB-v2: Towards Simpler, Faster, and Stronger Single Point Supervised Oriented Object Detection

Botao Ren^*, Xue Yang^*, Yi Yu^*, Junwei Luo, Zhidong Deng^†

[PointOBB-v2-PyTorch]

STAR: A First-Ever Dataset and A Large-Scale Benchmark for Scene Graph Generation in Large-Size Satellite Imagery

Yansheng Li, Linlin Wang, Tingzhu Wang, Xue Yang, Junwei Luo, Qi Wang, Youming Deng, Wenbin Wang, Xian Sun, Haifeng Li, Bo Dang, Yongjun Zhang, Yi Yu, Junchi Yan

[SGG-ToolKit],

[STAR-MMRotate],

[STAR-MMDetection]

[解读]

[project page]

Theoretically Achieving Continuous Representation of Oriented Bounding Boxes

Zikai Xiao, Guoye Yang, Xue Yang, Taijiang Mu^†, Junchi Yan, Shimin Hu

In Proceedings of the IEEE Computer Vision and Pattern Recognition (CVPR, CCF-A), Seattle WA, USA, 2024

[JDet]

Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-end Oriented Object Detection with Single Point Supervision

Yi Yu^*, Xue Yang^*, Qingyun Li, Feipeng Da^†, Jifeng Dai, Yu Qiao, Junchi Yan^†

In Proceedings of the IEEE Computer Vision and Pattern Recognition (CVPR, CCF-A), Seattle WA, USA, 2024

[Point2RBox-MMRotate]

[解读]

PointOBB: Learning Oriented Object Detection via Single Point Supervision

Junwei Luo, Xue Yang^#, Yu Yi, Qingyun Li, Junchi Yan, Yansheng Li^†

In Proceedings of the IEEE Computer Vision and Pattern Recognition (CVPR, CCF-A), Seattle WA, USA, 2024

[PointOBB-Pytorch]

[解读]

ARS-DETR: Aspect Ratio-Sensitive Detection Transformer for Aerial Oriented Object Detection

Ying Zeng, Yushi Chen^†, Xue Yang, Qingyun Li, Junchi Yan

IEEE Transactions on Geoscience and Remote Sensing (TGRS, CCF-B), 2024

[ARS-DETR-PyTorch]

AlphaRotate: A Rotation Detection Benchmark using TensorFlow

Xue Yang, Yue Zhou, Wenlong Liao, Tao He, Junchi Yan^†

In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP, CCF-B), Seoul, Korea, 2024

[docs]

[AlphaRotate-TF]

P2RBox: Point Prompt Oriented Object Detection with SAM

Guangming Cao^*, Xuehui Yu^*, Wenwen Yu, Xumeng Han, Xue Yang, Guorong Li, Jianbin Jiao, Zhenjun Han^†

H2RBox-v2: Incorporating Symmetry for Boosting Horizontal Box Supervised Oriented Object Detection

Yi Yu^*, Xue Yang^*, Qingyun Li, Yue Zhou, Gefan Zhang, Feipeng Da^†, Junchi Yan^†

Advances in Neural Information Processing Systems (NeurIPS, CCF-A), New Orleans, Louisiana, USA, 2023

[H2RBox-v2-MMRotate]

[解读]

G-Rep: Gaussian Representation for Arbitrary-Oriented Object Detection

Liping Hou, Ke Lu, Xue Yang, Yuqiu Li, Jian Xue^†

In Remote Sensing, 2023

ESI Highly Cited Paper

[paper]

[G-Rep-PyTorch]

H2RBox: Horizontal Box Annotation is All You Need for Oriented Object Detection

Xue Yang, Gefan Zhang, Wentng Li, Xuehui Wang, Yue Zhou, Junchi Yan^†

In International Conference on Learning Representations (ICLR, Tsinghua-A), Kigali, Rwanda, 2023

[H2RBox-PyTorch],

[H2RBox-MMRotate]

[H2RBox-Jittor],

[H2RBox-JDet]

[解读],

[知乎视频解读]

[B站视频解读]

The KFIoU Loss for Rotated Object Detection

Xue Yang, Yue Zhou, Gefan Zhang, Jirui Yang, Wentao Wang, Junchi Yan^†, Xiaopeng Zhang, Qi Tian

In International Conference on Learning Representations (ICLR, Tsinghua-A), Kigali, Rwanda, 2023

[KFIoU-TF],

[KFIoU-PyTorch],

[KFIoU-Jittor]

[解读]

Task Interleaving and Orientation Estimation for High-Precision Oriented Object Detection in Aerial Images

Qi Ming, Lingjuan Miao, Zhiqiang Zhou^†, Junjie Song, Yunpeng Dong, Xue Yang

ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS), 2023

ESI Highly Cited Paper

[paper]

[TIOE-PyTorch]

PVT-SAR: An Arbitrarily Oriented SAR Ship Detector with Pyramid Vision Transformer

Yue Zhou, Xue Jiang^†, Guozheng Xu, Xue Yang, Xingzhao Liu

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2022

[paper]

Detecting Rotated Objects as Gaussian Distributions and Its 3-D Generalization

Xue Yang, Gefan Zhang, Xiaojiang Yang, Yue Zhou, Wentao Wang, Jin Tang, Tao He, Junchi Yan^†

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI, CCF-A), 2022

ESI Highly Cited Paper

[AlphaRotate],

[MMRotate],

[mmdet3d-gaussian],

[JDet]

[GWD解读], [KLD解读],

[知乎视频解读]

[视频解读]

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), Lisboa, Portugal, Open Source Software Competition, Oral, 2022

[MMRotate]

[Video]

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

ESI Hot Cited Paper, ESI Highly Cited Paper

[IoU-Smooth L1 Loss-TF],

[DOTA-DOAI]

[S²TLD]

[project page]

On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited

Xue Yang, Junchi Yan^†

International Journal of Computer Vision (IJCV, CCF-A), 2022

ESI Highly Cited Paper

[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],

[KLD-Jittor]

[slides], [poster]

[解读],

[知乎视频解读]

[视频解读]

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]

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],

[GWD-Jittor]

[slides], [poster]

[解读],

[知乎视频解读]

[视频解读]

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

Most Influential AAAI'21 Paper, Top 10

[RSDet-TF]

[RSDet-Jittor]

[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

Most Influential AAAI'21 Paper, Top 1

[R³Det-TF],

[R³Det-PyTorch]

[slides], [poster] [期刊版本《中国科学：信息科学》]

Arbitrary-Oriented Object Detection with Circular Smooth Label

Xue Yang, Junchi Yan^†

In Proceedings of the European Conference on Computer Vision (ECCV, CCF-B, Tsinghua-A), Glasgow, Scotland, UK (Virtual), 2020

[CSL-RetinaNet-TF]

[CSL-RetinaNet-PyTorch]

[CSL-RetinaNet-Jittor]

[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]

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]

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

ESI Highly Cited Paper

[R-DFPN-TF]

📝 Object Detection, Instance Segmentation and Beyond

Parameter-Inverted Image Pyramid Networks

Xizhou Zhu^*, Xue Yang^*, Zhaokai Wang^*, Hao Li, Wenhan Dou, Junqi Ge, Lewei Lu, Yu Qiao, Jifeng Dai^†

Advances in Neural Information Processing Systems (NeurIPS, CCF-A), Vancouver, Canada, Spotlight, 2024

[PIIP-PyTorch]

[解读]

Drones Help Drones: A Collaborative Framework for Multi-Drone Object Trajectory Prediction and Beyond

Zhechao Wang, Peirui Cheng, Mingxin Chen, Pengju Tian, Zhirui Wang^†, Xinming Li, Xue Yang, Xian Sun

Advances in Neural Information Processing Systems (NeurIPS, CCF-A), Vancouver, Canada, 2024

[DHD-PyTorch]

Toward Open Vocabulary Aerial Object Detection with CLIP-Activated Student-Teacher Learning

Yan Li, Weiwei Guo^†, Xue Yang, Ning Liao, Dunyun He, Jiaqi Zhou, Wenxian Yu^†

In Proceedings of the European Conference on Computer Vision (ECCV, CCF-B, Tsinghua-A), MiCo Milano, Italy, 2024

[CastDet-PyTorch]

E2E-MFD: Towards End-to-End Synchronous Multimodal Fusion Detection

Jiaqing Zhang, Mingxiang Cao, Jie Lei, Weiying Xie^†, Daixun Li, Wenbo Huang, Yunsong Li, Xue Yang^†

Advances in Neural Information Processing Systems (NeurIPS, CCF-A), Vancouver, Canada, Oral, 2024

[E2E-MFD-PyTorch]

PatchDCT: Patch Refinement for High Quality Instance Segmentation

Qinrou Wen, Jirui Yang, Xue Yang, Kewei Liang^†

In International Conference on Learning Representations (ICLR, Tsinghua-A), Kigali, Rwanda, 2023

[PatchDCT-PyTorch]

[解读],

[知乎视频解读]

[B站视频解读]

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

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

ESI Highly Cited Paper

[paper]