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Models/Rein

Rein

Reported on 6 benchmarks across 2 tasks · 1 paper · 3 SOTA

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

Methodology4 results

Domain AdaptationonCityscapes to ACDC
mIoU· 2023-12-07
77.6
best: 78.8 (SoRA)
SOTA
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation arXiv:2312.04265
Domain AdaptationonGTAV to Cityscapes+Mapillary
mIoU· 2023-12-07
63.3
SOTA
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation arXiv:2312.04265
Domain AdaptationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2023-12-07
64.3
best: 4489 (Self-adaptation (ResNet - 101))
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation arXiv:2312.04265
Domain AdaptationonGTA5-to-Cityscapes
mIoU· 2023-12-07
66.4
best: 74.4 (CLUDA+HRDA)
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation arXiv:2312.04265

Computer Vision2 results

Domain GeneralizationonGTA5-to-Cityscapes
mIoU· 2023-12-07
66.4
best: 68.88 (tqdm (EVA02-CLIP-L))
SOTA
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation arXiv:2312.04265
Domain GeneralizationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2023-12-07
64.3
best: 4489 (Self-adaptation (ResNet - 101))
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation arXiv:2312.04265