Towards Domain Generalization in Object Detection

27 March 2022

Peng Cui

Papers citing "Towards Domain Generalization in Object Detection"

50 / 79 papers shown

Title
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 147 533 0 31 Aug 2021
Multi-Source Domain Adaptation for Object Detection Xingxu Yao Sicheng Zhao Pengfei Xu Jufeng Yang ObjD 85 44 0 30 Jun 2021
A Survey of Modern Deep Learning based Object Detection Models Syed Sahil Abbas Zaidi M. S. Ansari Asra Aslam N. Kanwal M. Asghar Brian Lee VLM ObjD 136 753 0 24 Apr 2021
Deep Stable Learning for Out-Of-Distribution Generalization Xingxuan Zhang Peng Cui Renzhe Xu Linjun Zhou Yue He Zheyan Shen OOD 77 257 0 16 Apr 2021
Robust and Accurate Object Detection via Adversarial Learning Xiangning Chen Cihang Xie Mingxing Tan Li Zhang Cho-Jui Hsieh Boqing Gong AAML 57 72 0 23 Mar 2021
SSTN: Self-Supervised Domain Adaptation Thermal Object Detection for Autonomous Driving Farzeen Munir Shoaib Azam M. Jeon ViT 73 37 0 04 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 246 1,013 0 03 Mar 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 217 1,223 0 02 Mar 2021
Uncertainty-Aware Unsupervised Domain Adaptation in Object Detection Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu Yanpeng Cao 228 117 0 27 Feb 2021
LLA: Loss-aware Label Assignment for Dense Pedestrian Detection Zheng Ge Jianfeng Wang Xin Huang Songtao Liu Osamu Yoshie 102 42 0 12 Jan 2021
Collaborative Training between Region Proposal Localization and Classification for Domain Adaptive Object Detection Ganlong Zhao Guanbin Li Ruijia Xu Liang Lin ObjD 80 105 0 17 Sep 2020
Learning to Generate Novel Domains for Domain Generalization Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 116 455 0 07 Jul 2020
Self-Challenging Improves Cross-Domain Generalization Zeyi Huang Haohan Wang Eric Xing Dong Huang OOD 93 631 0 05 Jul 2020
IterDet: Iterative Scheme for Object Detection in Crowded Environments D. Rukhovich Konstantin Sofiiuk Danil Galeev O. Barinova Anton Konushin 71 40 0 12 May 2020
YOLOv4: Optimal Speed and Accuracy of Object Detection Alexey Bochkovskiy Chien-Yao Wang H. Liao VLM ObjD 164 12,275 0 23 Apr 2020
Learning to Learn Single Domain Generalization Fengchun Qiao Long Zhao Xi Peng OOD 128 443 0 30 Mar 2020
Detection in Crowded Scenes: One Proposal, Multiple Predictions Xuangeng Chu Anlin Zheng Xinming Zhang Jian Sun ObjD 142 177 0 20 Mar 2020
Exploring Categorical Regularization for Domain Adaptive Object Detection Chang-Dong Xu Xingjie Zhao Xin Jin Xiu-Shen Wei OOD ObjD 187 287 0 20 Mar 2020
iFAN: Image-Instance Full Alignment Networks for Adaptive Object Detection Chenfan Zhuang Xintong Han Weilin Huang Matthew R. Scott OOD 81 81 0 09 Mar 2020
Adapted Center and Scale Prediction: More Stable and More Accurate Wenhao Wang 117 24 0 20 Feb 2020
Stable Prediction with Model Misspecification and Agnostic Distribution Shift Kun Kuang Ruoxuan Xiong Peng Cui Susan Athey Yue Liu OOD 54 130 0 31 Jan 2020
Dense RepPoints: Representing Visual Objects with Dense Point Sets Ze Yang Yinghao Xu Han Xue Zheng Zhang R. Urtasun Liwei Wang Stephen Lin Han Hu 59 59 0 24 Dec 2019
Stable Learning via Sample Reweighting Zheyan Shen Peng Cui Tong Zhang Kun Kuang OOD 62 130 0 28 Nov 2019
Domain Adaptation for Object Detection via Style Consistency A. L. Rodríguez K. Mikolajczyk ObjD TTA 54 94 0 22 Nov 2019
Progressive Domain Adaptation for Object Detection Han-Kai Hsu Chun-Han Yao Yi-Hsuan Tsai Wei-Chih Hung Hung-Yu Tseng M. Singh Ming-Hsuan Yang ObjD 98 312 0 24 Oct 2019
Mask-Guided Attention Network for Occluded Pedestrian Detection Yanwei Pang Jin Xie M. H. Khan Rao Muhammad Anwer Fahad Shahbaz Khan Ling Shao 47 197 0 14 Oct 2019
PolarMask: Single Shot Instance Segmentation with Polar Representation Enze Xie Pei Sun Xiaoge Song Wenhai Wang Ding Liang Chunhua Shen Ping Luo ISeg 87 542 0 29 Sep 2019
Unsupervised Domain Adaptation through Self-Supervision Yu Sun Eric Tzeng Trevor Darrell Alexei A. Efros OOD SSL 62 238 0 26 Sep 2019
Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data Xiangyu Yue Yang Zhang Sicheng Zhao Alberto L. Sangiovanni-Vincentelli Kurt Keutzer Boqing Gong OOD 65 385 0 02 Sep 2019
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 192 2,229 0 05 Jul 2019
Cascade R-CNN: High Quality Object Detection and Instance Segmentation Zhaowei Cai Nuno Vasconcelos ObjD 79 1,356 0 24 Jun 2019
Object Detection in 20 Years: A Survey Zhengxia Zou Keyan Chen Zhenwei Shi Yuhong Guo Jieping Ye VLM ObjD AI4TS 114 2,369 0 13 May 2019
RepPoints: Point Set Representation for Object Detection Ze Yang Shaohui Liu Han Hu Liwei Wang Stephen Lin 3DPC 99 869 0 25 Apr 2019
Exploring Object Relation in Mean Teacher for Cross-Domain Detection Qi Cai Yingwei Pan Chong-Wah Ngo Xinmei Tian Ling-yu Duan Ting Yao ViT OOD 73 308 0 25 Apr 2019
CenterNet: Keypoint Triplets for Object Detection Kaiwen Duan S. Bai Lingxi Xie H. Qi Qingming Huang Q. Tian NoLa 119 2,696 0 17 Apr 2019
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 130 5,013 0 02 Apr 2019
Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition Pengfei Zhang Cuiling Lan Wenjun Zeng Junliang Xing Jianru Xue Nanning Zheng 3DH 81 444 0 02 Apr 2019
Domain Generalization by Solving Jigsaw Puzzles Fabio Maria Carlucci A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL 69 814 0 16 Mar 2019
WIDER Face and Pedestrian Challenge 2018: Methods and Results Chen Change Loy Dahua Lin Wanli Ouyang Yuanjun Xiong Shuo Yang ... Qiaokang Xie Ziyang Wu Lei Lu Yiheng Liu Wen-gang Zhou CVBM 45 38 0 19 Feb 2019
Bottom-up Object Detection by Grouping Extreme and Center Points Xingyi Zhou Jiacheng Zhuo Philipp Krahenbuhl ObjD 118 867 0 23 Jan 2019
Strong-Weak Distribution Alignment for Adaptive Object Detection Kuniaki Saito Yoshitaka Ushiku Tatsuya Harada Kate Saenko ObjD 79 615 0 12 Dec 2018
Moment Matching for Multi-Source Domain Adaptation Xingchao Peng Qinxun Bai Xide Xia Zijun Huang Kate Saenko Bo Wang OOD 130 1,801 0 04 Dec 2018
CornerNet: Detecting Objects as Paired Keypoints Hei Law Jia Deng ObjD 69 3,619 0 03 Aug 2018
Occlusion-aware R-CNN: Detecting Pedestrians in a Crowd Shifeng Zhang Longyin Wen Xiao Bian Zhen Lei Stan Z. Li ObjD 82 401 0 23 Jul 2018
Generalizing to Unseen Domains via Adversarial Data Augmentation Riccardo Volpi Hongseok Namkoong Ozan Sener John C. Duchi Vittorio Murino Silvio Savarese OOD 119 784 0 30 May 2018
The EuroCity Persons Dataset: A Novel Benchmark for Object Detection Markus Braun Sebastian Krebs F. Flohr D. Gavrila ObjD 72 230 0 18 May 2018
CrowdHuman: A Benchmark for Detecting Human in a Crowd Shuai Shao Zijian Zhao Boxun Li Tete Xiao Gang Yu Xiangyu Zhang Jian Sun 281 686 0 30 Apr 2018
Generalizing Across Domains via Cross-Gradient Training Shiv Shankar Vihari Piratla Soumen Chakrabarti S. Chaudhuri Preethi Jyothi Sunita Sarawagi OOD 71 515 0 28 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 126 21,447 0 08 Apr 2018
Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation Naoto Inoue Ryosuke Furuta T. Yamasaki Kiyoharu Aizawa ObjD 90 531 0 30 Mar 2018