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Models/CMA

CMA

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

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

Natural Language Processing3 results

Sentiment AnalysisonUser and product information
IMDB (Acc)
54
best: 57.3 (MA-BERT)
Sentiment AnalysisonUser and product information
Yelp 2013 (Acc)
66.4
best: 70.3 (MA-BERT)
Sentiment AnalysisonUser and product information
Yelp 2014 (Acc)
67.6
best: 71.4 (MA-BERT)

Methodology2 results

Domain AdaptationonCityscapes to Dark Zurich
mIoU· 2023-03-09
53.6
SOTA
Contrastive Model Adaptation for Cross-Condition Robustness in Semantic Segmentation arXiv:2303.05194
Domain AdaptationonCityscapes to ACDC
mIoU· 2023-03-09
69.1
best: 78.8 (SoRA)
Contrastive Model Adaptation for Cross-Condition Robustness in Semantic Segmentation arXiv:2303.05194

Computer Vision2 results

Source-Free Domain AdaptationonCityscapes to Dark Zurich
mIoU· 2023-03-09
53.6
SOTA
Contrastive Model Adaptation for Cross-Condition Robustness in Semantic Segmentation arXiv:2303.05194
Source-Free Domain AdaptationonCityscapes to ACDC
mIoU· 2023-03-09
69.1
SOTA
Contrastive Model Adaptation for Cross-Condition Robustness in Semantic Segmentation arXiv:2303.05194