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Models/CoDA

CoDA

Reported on 7 benchmarks across 3 tasks · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology3 results

Domain AdaptationonCityscapes-to-FoggyZurich
mIoU· 2024-03-26
60.9
SOTA
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning arXiv:2403.17369
Domain AdaptationonCityscapes-to-FoggyDriving
mIoU· 2024-03-26
61
SOTA
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning arXiv:2403.17369
Domain AdaptationonCityscapes to ACDC
mIoU· 2024-03-26
72.6
best: 78.8 (SoRA)
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning arXiv:2403.17369

Medical2 results

Semantic SegmentationonDark Zurich
mIoU· 2024-03-26
61.2
best: 63.9 (Refign (HRDA))
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning arXiv:2403.17369
Semantic SegmentationonNighttime Driving
mIoU· 2024-03-26
59.2
best: 60.8 (TADP)
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning arXiv:2403.17369

Audio2 results

10-shot image generationonDark Zurich
mIoU· 2024-03-26
61.2
best: 63.9 (Refign (HRDA))
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning arXiv:2403.17369
10-shot image generationonNighttime Driving
mIoU· 2024-03-26
59.2
best: 60.8 (TADP)
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning arXiv:2403.17369