v1v2 (latest)

Quantifying Context Bias in Domain Adaptation for Object Detection

23 September 2024

Hojun Son

Asma Almutairi

Arpan Kusari

Author Contacts:

hojunson@umich.edu asmaalm@umich.edu kusari@umich.edu

AI4CE

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Papers citing "Quantifying Context Bias in Domain Adaptation for Object Detection"

35 / 35 papers shown

Title
Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling Hojun Son Asma Almutairi Arpan Kusari 123 0 0 24 May 2025
Align and Distill: Unifying and Improving Domain Adaptive Object Detection Justin Kay T. Haucke Suzanne Stathatos Siqi Deng Erik Young Pietro Perona Sara Beery Grant Van Horn 98 6 0 18 Mar 2024
Background Activation Suppression for Weakly Supervised Object Localization and Semantic Segmentation Wei Zhai Ping Wu Kai Zhu Yang Cao Feng Wu Zheng-Jun Zha WSOL 88 21 0 22 Sep 2023
The Impact of Background Removal on Performance of Neural Networks for Fashion Image Classification and Segmentation Junhui Liang Yang Liu Vladimir Vlassov 113 5 0 18 Aug 2023
Contrastive Mean Teacher for Domain Adaptive Object Detectors Shengcao Cao D. Joshi Liangyan Gui Yu-Xiong Wang ObjD 107 61 0 04 May 2023
GeoNet: Benchmarking Unsupervised Adaptation across Geographies Tarun Kalluri Wangdong Xu Manmohan Chandraker OOD 53 15 0 27 Mar 2023
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Lukas Hoyer Dengxin Dai Haoran Wang Luc Van Gool 118 227 0 02 Dec 2022
Revealing Hidden Context Bias in Segmentation and Object Detection through Concept-specific Explanations Maximilian Dreyer Reduan Achtibat Thomas Wiegand Wojciech Samek Sebastian Lapuschkin 89 21 0 21 Nov 2022
Revisiting Self-Distillation M. Pham Minsu Cho Ameya Joshi Chinmay Hegde 99 23 0 17 Jun 2022
Learning Domain Adaptive Object Detection with Probabilistic Teacher Meilin Chen Weijie Chen Shicai Yang Mingli Song Xinchao Wang ... Yunfeng Yan Donglian Qi Yueting Zhuang Di Xie Shiliang Pu 111 79 0 13 Jun 2022
Improving Transferability for Domain Adaptive Detection Transformers Kaixiong Gong Shuang Li Shugang Li Rui Zhang Chi Harold Liu Qiang Chen 128 35 0 29 Apr 2022
Background Activation Suppression for Weakly Supervised Object Localization Ping Wu Wei Zhai Yang Cao WSOL 58 52 0 01 Dec 2021
Cross-Domain Adaptive Teacher for Object Detection Yu-Jhe Li Xiaoliang Dai Chih-Yao Ma Yen-Cheng Liu Kan Chen Bichen Wu Zijian He Kris Kitani Peter Vajda ObjD 97 182 0 25 Nov 2021
Self-Adversarial Disentangling for Specific Domain Adaptation Qianyu Zhou Qiqi Gu Jiangmiao Pang Xuequan Lu Lizhuang Ma 111 49 0 08 Aug 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 694 6,079 0 29 Apr 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 183 1,434 0 14 Dec 2020
Two-sample test based on maximum variance discrepancy Natsumi Makigusa 29 4 0 02 Dec 2020
Noise or Signal: The Role of Image Backgrounds in Object Recognition Kai Y. Xiao Logan Engstrom Andrew Ilyas Aleksander Madry 140 387 0 17 Jun 2020
Fashionpedia: Ontology, Segmentation, and an Attribute Localization Dataset Menglin Jia Mengyun Shi Mikhail Sirotenko Huayu Chen Claire Cardie B. Hariharan Hartwig Adam Serge J. Belongie 68 96 0 26 Apr 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
Unbiased Mean Teacher for Cross-domain Object Detection Jinhong Deng Wen Li Yuhua Chen Lixin Duan 190 296 0 02 Mar 2020
Multi-source Domain Adaptation in the Deep Learning Era: A Systematic Survey Sicheng Zhao Yue Liu Colorado Reed Pengfei Xu Kurt Keutzer 69 106 0 26 Feb 2020
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 108 1,243 0 20 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
Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models Daniel Omeiza Skyler Speakman C. Cintas Komminist Weldemariam FAtt 57 218 0 03 Aug 2019
Multi-adversarial Faster-RCNN for Unrestricted Object Detection Zhenwei He Lei Zhang ObjD 79 323 0 24 Jul 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
Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation Rakshith Shetty Bernt Schiele Mario Fritz 58 83 0 17 Dec 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 169 9,432 0 09 Feb 2018
CARLA: An Open Urban Driving Simulator Alexey Dosovitskiy G. Ros Felipe Codevilla Antonio M. López V. Koltun VLM 135 5,173 0 10 Nov 2017
Object Recognition with and without Objects Zhuotun Zhu Lingxi Xie Alan Yuille OCL ObjD 111 81 0 20 Nov 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,623 0 06 Apr 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 378 9,497 0 28 May 2015