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2012.05400
Cited By
A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data
AAAI Conference on Artificial Intelligence (AAAI), 2020
10 December 2020
Xianfeng Li
Weijie Chen
Di Xie
Shicai Yang
Peng Yuan
Shiliang Pu
Yueting Zhuang
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Papers citing
"A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data"
50 / 72 papers shown
Beyond Boundaries: Leveraging Vision Foundation Models for Source-Free Object Detection
Huizai Yao
Sicheng Zhao
Pengteng Li
Yi Cui
Shuo Lu
Weiyu Guo
Yunfan Lu
Ziyang Chen
Hui Xiong
VLM
109
0
0
10 Nov 2025
Test-Time Adaptive Object Detection with Foundation Model
Yingjie Gao
Yanan Zhang
Zhi Cai
Di Huang
VLM
TTA
330
0
0
29 Oct 2025
Source-Free Object Detection with Detection Transformer
IEEE Transactions on Image Processing (IEEE TIP), 2025
Huizai Yao
Sicheng Zhao
Shuo Lu
Hui Chen
Yangyang Li
Guoping Liu
Tengfei Xing
C. Yan
Jianhua Tao
Guiguang Ding
ViT
86
3
0
13 Oct 2025
VFM-Guided Semi-Supervised Detection Transformer under Source-Free Constraints for Remote Sensing Object Detection
Jianhong Han
Yupei Wang
Liang Chen
136
0
0
15 Aug 2025
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector
ACM Multimedia (MM), 2024
Boyong He
Yuxiang Ji
Zhuoyue Tan
Liaoni Wu
DiffM
298
6
0
04 Jun 2025
Context Aware Grounded Teacher for Source Free Object Detection
Tajamul Ashraf
Rajes Manna
Partha Sarathi Purkayastha
Tavaheed Tariq
Janibul Bashir
316
0
0
21 Apr 2025
ViLAaD: Enhancing "Attracting and Dispersing'' Source-Free Domain Adaptation with Vision-and-Language Model
Shuhei Tarashima
Xinqi Shu
Norio Tagawa
VLM
252
1
0
30 Mar 2025
SFDLA: Source-Free Document Layout Analysis
IEEE International Conference on Document Analysis and Recognition (ICDAR), 2025
Sebastian Tewes
Yufan Chen
Omar Moured
Kailai Li
Rainer Stiefelhagen
297
2
0
24 Mar 2025
Model Adaptation: Unsupervised Domain Adaptation without Source Data
Computer Vision and Pattern Recognition (CVPR), 2020
Rui Li
Qianfen Jiao
Wenming Cao
Hau-San Wong
Si Wu
OOD
748
560
0
26 Feb 2025
Source-Free Domain Adaptive Object Detection with Semantics Compensation
Jiuzheng Yang
Song Tang
Yangkuiyi Zhang
Shuaifeng Li
Yan Gan
X. Zhu
312
2
0
07 Oct 2024
Source-Free Domain Adaptation for YOLO Object Detection
Simon Varailhon
Masih Aminbeidokhti
M. Pedersoli
Eric Granger
TTA
ObjD
297
13
0
25 Sep 2024
Dynamic Retraining-Updating Mean Teacher for Source-Free Object Detection
Trinh Le Ba Khanh
Huy-Hung Nguyen
L. Pham
Duong Nguyen-Ngoc Tran
Jae Wook Jeon
275
14
0
23 Jul 2024
Enhancing Source-Free Domain Adaptive Object Detection with Low-confidence Pseudo Label Distillation
Ilhoon Yoon
Hyeongjun Kwon
Jin-Hwa Kim
Junyoung Park
Hyunsung Jang
Kwanghoon Sohn
285
14
0
18 Jul 2024
Cross Domain Object Detection via Multi-Granularity Confidence Alignment based Mean Teacher
Jiangming Chen
Li Liu
Wanxia Deng
Zhen Liu
Yu Liu
Yingmei Wei
Yongxiang Liu
222
2
0
10 Jul 2024
Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-Training Strategies and Performance Insights
Yan Hao
Florent Forest
Olga Fink
TTA
ObjD
273
20
0
10 Jul 2024
Exploring Test-Time Adaptation for Object Detection in Continually Changing Environments
Shilei Cao
Yan Liu
Lixian Zhang
Baoquan Zhao
Ziqi Yuan
Weijia Li
Runmin Dong
Haohuan Fu
TTA
OOD
598
5
0
24 Jun 2024
Self-Taught Recognizer: Toward Unsupervised Adaptation for Speech Foundation Models
Neural Information Processing Systems (NeurIPS), 2024
Yuchen Hu
Chen Chen
Chao-Han Huck Yang
Chengwei Qin
Pin-Yu Chen
Chng Eng Siong
Chao Zhang
VLM
195
7
0
23 May 2024
Source-free Domain Adaptation for Video Object Detection Under Adverse Image Conditions
Xingguang Zhang
Chih-Hsien Chou
312
3
0
23 Apr 2024
Active Test-Time Adaptation: Theoretical Analyses and An Algorithm
Shurui Gui
Xiner Li
Shuiwang Ji
TTA
323
22
0
07 Apr 2024
Phrase Grounding-based Style Transfer for Single-Domain Generalized Object Detection
Hao Li
Wei Wang
Cong Wang
Zhigang Luo
Xinwang Liu
KenLi Li
Xiaochun Cao
ObjD
266
3
0
02 Feb 2024
Source-free Domain Adaptive Object Detection in Remote Sensing Images
Weixing Liu
Jun Liu
X. Su
Han Nie
Bin Luo
259
15
0
31 Jan 2024
Domain Adaptation for Large-Vocabulary Object Detectors
Neural Information Processing Systems (NeurIPS), 2024
Kai Jiang
Jiaxing Huang
Weiying Xie
Jie Lei
Yunsong Li
Ling Shao
Shijian Lu
ObjD
VLM
337
4
0
13 Jan 2024
What, How, and When Should Object Detectors Update in Continually Changing Test Domains?
Computer Vision and Pattern Recognition (CVPR), 2023
Jayeon Yoo
Dongkwan Lee
Inseop Chung
Donghyun Kim
Nojun Kwak
OOD
VLM
TTA
285
15
0
12 Dec 2023
Periodically Exchange Teacher-Student for Source-Free Object Detection
IEEE International Conference on Computer Vision (ICCV), 2023
Qipeng Liu
Luojun Lin
Zhifeng Shen
Zhifeng Yang
TTA
230
38
0
23 Nov 2023
Improving Online Source-free Domain Adaptation for Object Detection by Unsupervised Data Acquisition
Xiangyu Shi
Yanyuan Qiao
Qi Wu
Lingqiao Liu
Feras Dayoub
248
2
0
30 Oct 2023
Exploiting Low-confidence Pseudo-labels for Source-free Object Detection
Zhihong Chen
Zilei Wang
Y. Zhang
146
23
0
19 Oct 2023
DARTH: Holistic Test-time Adaptation for Multiple Object Tracking
IEEE International Conference on Computer Vision (ICCV), 2023
Mattia Segu
Bernt Schiele
Fisher Yu
TTA
274
15
0
03 Oct 2023
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation
IEEE Transactions on Medical Imaging (TMI), 2023
Jianghao Wu
Guotai Wang
Ran Gu
Ankit Dhiman
Yinan Chen
Wentao Zhu
Tom Vercauteren
Sébastien Ourselin
Shaoting Zhang
MedIm
OOD
195
40
0
19 Sep 2023
Detect, Augment, Compose, and Adapt: Four Steps for Unsupervised Domain Adaptation in Object Detection
British Machine Vision Conference (BMVC), 2023
M. L. Mekhalfi
Davide Boscaini
Fabio Poiesi
239
9
0
29 Aug 2023
Black-box Unsupervised Domain Adaptation with Bi-directional Atkinson-Shiffrin Memory
IEEE International Conference on Computer Vision (ICCV), 2023
Jingyi Zhang
Jiaxing Huang
Xue-Qiu Jiang
Shijian Lu
299
21
0
25 Aug 2023
SF-FSDA: Source-Free Few-Shot Domain Adaptive Object Detection with Efficient Labeled Data Factory
Hanqi Sun
R. Gong
Konrad Schindler
Luc Van Gool
231
1
0
07 Jun 2023
On Pitfalls of Test-Time Adaptation
International Conference on Machine Learning (ICML), 2023
Hao Zhao
Yuejiang Liu
Alexandre Alahi
Tao Lin
TTA
205
60
0
06 Jun 2023
Towards Source-free Domain Adaptive Semantic Segmentation via Importance-aware and Prototype-contrast Learning
IEEE Transactions on Intelligent Vehicles (TIV), 2023
Yihong Cao
Hui Zhang
Xiao Lu
Zhen Xiao
Kailun Yang
Yaonan Wang
219
19
0
02 Jun 2023
Contrastive Mean Teacher for Domain Adaptive Object Detectors
Computer Vision and Pattern Recognition (CVPR), 2023
Shengcao Cao
D. Joshi
Liangyan Gui
Yu-Xiong Wang
ObjD
279
114
0
04 May 2023
Unsupervised Cross-domain Pulmonary Nodule Detection without Source Data
Rui Xu
Yong Luo
Bo Du
OOD
314
1
0
03 Apr 2023
STFAR: Improving Object Detection Robustness at Test-Time by Self-Training with Feature Alignment Regularization
Yijin Chen
Xun Xu
Yongyi Su
Kui Jia
TTA
OOD
ObjD
295
10
0
31 Mar 2023
Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer
Computer Vision and Pattern Recognition (CVPR), 2023
Yuang Ai
Xiaoqiang Zhou
Huaibo Huang
Lei Zhang
Xiao-Yu Zhang
375
9
0
31 Mar 2023
AIR-DA: Adversarial Image Reconstruction for Unsupervised Domain Adaptive Object Detection
Kunyang Sun
Wei Lin
Haoqing Shi
Zhengming Zhang
Yongming Huang
Horst Bischof
264
1
0
27 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
International Journal of Computer Vision (IJCV), 2023
Jian Liang
Ran He
Tien-Ping Tan
OOD
VLM
TTA
317
385
0
27 Mar 2023
Refined Pseudo labeling for Source-free Domain Adaptive Object Detection
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023
Siqi Zhang
Lu Zhang
Zhiyong Liu
ObjD
TTA
174
12
0
07 Mar 2023
Efficient Teacher: Semi-Supervised Object Detection for YOLOv5
Bowen Xu
Mingtao Chen
Wenlong Guan
Lulu Hu
320
44
0
15 Feb 2023
Predicting Class Distribution Shift for Reliable Domain Adaptive Object Detection
IEEE Robotics and Automation Letters (RA-L), 2023
N. H. Chapman
Feras Dayoub
Will N. Browne
Christopher F. Lehnert
277
11
0
13 Feb 2023
1st Place Solution for ECCV 2022 OOD-CV Challenge Object Detection Track
Wei Zhao
Binbin Chen
Weijie Chen
Shicai Yang
Di Xie
Shiliang Pu
Yueting Zhuang
3DGS
EDL
180
2
0
12 Jan 2023
1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification Track
Yilu Guo
Xing-Jian Shi
Weijie Chen
Shicai Yang
Di Xie
Shiliang Pu
Yueting Zhuang
3DGS
141
1
0
12 Jan 2023
Adversarial Alignment for Source Free Object Detection
AAAI Conference on Artificial Intelligence (AAAI), 2023
Qi Chu
Shuyan Li
Guangyi Chen
Kai Li
Xiu Li
214
53
0
11 Jan 2023
Robust Domain Adaptive Object Detection with Unified Multi-Granularity Alignment
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Libo Zhang
Wenzhang Zhou
Heng Fan
Tiejian Luo
Haibin Ling
ObjD
344
25
0
01 Jan 2023
Source-Free Unsupervised Domain Adaptation: A Survey
Neural Networks (NN), 2022
Yuqi Fang
P. Yap
W. Lin
Hongtu Zhu
Mingxia Liu
511
145
0
31 Dec 2022
ConfMix: Unsupervised Domain Adaptation for Object Detection via Confidence-based Mixing
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Giulio Mattolin
Luca Zanella
Elisa Ricci
Yiming Wang
ObjD
224
59
0
20 Oct 2022
Attention Diversification for Domain Generalization
European Conference on Computer Vision (ECCV), 2022
Rang Meng
Xianfeng Li
Weijie Chen
Shicai Yang
Mingli Song
Xinchao Wang
Lei Zhang
Weilong Dai
Di Xie
Shiliang Pu
204
51
0
09 Oct 2022
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation
Xiaofeng Liu
Fangxu Xing
Xiaofeng Liu
Jonghye Woo
OOD
230
36
0
16 Sep 2022
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