OpenCodePapers
unsupervised-domain-adaptation-on-cityscapes-1
Unsupervised Domain Adaptation
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mAP@0.5
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ModelName
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66.8
ALDI++(Resnet50+FPN)
RT-DATR:Real-time Unsupervised Domain Adaptive Detection Transformer with Adversarial Feature Learning
✓ Link
52.7
RT-DATR(640x640, real-time)
2025-04-12
Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection
✓ Link
51.2
MRT
2023-01-01
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector
✓ Link
50.0
DDT
2025-06-04
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
✓ Link
47.6
MIC
2022-12-02
Improving Transferability for Domain Adaptive Detection Transformers
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46.8
O2net
2022-04-29
Improving Object Detection via Local-global Contrastive Learning
46.7
LGCL (supervised)
2024-10-07
Improving Object Detection via Local-global Contrastive Learning
45.3
LGCL (unsupervised)
2024-10-07
Self-Adversarial Disentangling for Specific Domain Adaptation
45.2
SAD
2021-08-08
AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection
44.8
AWADA
2022-08-31
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
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44.8
ALDI-DETR (ResNet-50, 800px)
2024-03-18
To miss-attend is to misalign! Residual Self-Attentive Feature Alignment for Adapting Object Detectors
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43.8
ILLUME
2022-01-05
Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection
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43.3
ViSGA
2021-10-04
Bi-Dimensional Feature Alignment for Cross-Domain Object Detection
42.5
SSA-DA
2020-11-14
Decompose to Adapt: Cross-domain Object Detection via Feature Disentanglement
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42.3
DDF
2022-01-06
An Unsupervised Domain Adaptation Scheme for Single-Stage Artwork Recognition in Cultural Sites
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41.87
DA-RetinaNet
2020-08-04
Spatial Attention Pyramid Network for Unsupervised Domain Adaptation
40.9
SAPNet
2020-03-29
Adaptive Object Detection with Dual Multi-Label Prediction
38.8
MCAR
2020-03-29
Strong-Weak Distribution Alignment for Adaptive Object Detection
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34.8
SWDA
2018-12-12
Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection
34.6
DDMRL
2019-05-14
Adapting Object Detectors via Selective Cross-Domain Alignment
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33.8
SCDA
2019-06-01
Domain Adaptive Faster R-CNN for Object Detection in the Wild
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26.1
DA-Faster
2018-03-08