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source-free-object-detection-on-cityscapes-to
Source-Free Domain Adaptation
Source Free Object Detection
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Paper
Code
AP50
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ModelName
ReleaseDate
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Context Aware Grounded Teacher for Source Free Object Detection
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50.8
GT
2025-04-21
Simplifying Source-Free Domain Adaptation for Object Detection: Effective Self-Training Strategies and Performance Insights
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45.0
SF-UT
2024-07-10
Enhancing Source-Free Domain Adaptive Object Detection with Low-confidence Pseudo Label Distillation
40.9
LPLD
2024-07-18
Periodically Exchange Teacher-Student for Source-Free Object Detection
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40.3
PETS
2023-11-23
Multi-source-free Domain Adaptation via Uncertainty-aware Adaptive Distillation
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39.9
DACA
2024-02-09
Model Adaptation: Historical Contrastive Learning for Unsupervised Domain Adaptation without Source Data
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39.7
HCL
2021-10-07
Exploiting Low-confidence Pseudo-labels for Source-free Object Detection
38.8
LPU
2023-10-19
Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
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37.1
IRG
2022-03-29
Source-Free Object Detection by Learning To Overlook Domain Style
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35.8
LODS
2022-01-01
Adversarial Alignment for Source Free Object Detection
35.4
AASFOD
2023-01-11
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
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34.3
MT
2017-03-06
A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data
33.5
SFOD-Mosaic
2020-12-10
A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data
30.6
SFOD
2020-12-10