OpenCodePapers

unsupervised-domain-adaptation-on-sim10k-to-3

Unsupervised Domain Adaptation
Dataset Link
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PaperCodemAP@0.5ModelNameReleaseDate
Align and Distill: Unifying and Improving Domain Adaptive Object Detection✓ Link77.8ALDI++2024-03-18
Align and Distill: Unifying and Improving Domain Adaptive Object Detection✓ Link75.0ALDI-YOLO2024-03-18
Align and Distill: Unifying and Improving Domain Adaptive Object Detection✓ Link73.1MIC(ALDI frame)2024-03-18
Align and Distill: Unifying and Improving Domain Adaptive Object Detection✓ Link72.0AT(ALDI frame)2024-03-18
Align and Distill: Unifying and Improving Domain Adaptive Object Detection✓ Link71.8SADA(ALDI frame)2024-03-18
Align and Distill: Unifying and Improving Domain Adaptive Object Detection✓ Link70.6PT(ALDI frame)2024-03-18
RT-DATR:Real-time Unsupervised Domain Adaptive Detection Transformer with Adversarial Feature Learning✓ Link67.2RT-DATR(real-time, 640x640)2025-04-12
Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector✓ Link64.0DDT2025-06-04
Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection✓ Link62.0MRT2023-01-01
MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object Detection✓ Link57.4MILA2023-09-03
AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection54.1AWADA2022-08-31
To miss-attend is to misalign! Residual Self-Attentive Feature Alignment for Adapting Object Detectors✓ Link53.1ILLUME2022-01-05
Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection✓ Link52.1ViSGA2021-10-04