SoRA

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

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

Methodology2 results

Domain AdaptationonCityscapes to ACDC
mIoU· 2024-12-05
78.8
SOTA
SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation Learning arXiv:2412.04077
Domain AdaptationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2024-12-05
68.27
best: 4489 (Self-adaptation (ResNet - 101))
SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation Learning arXiv:2412.04077

Computer Vision1 result

Domain GeneralizationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2024-12-05
68.27
best: 4489 (Self-adaptation (ResNet - 101))
SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation Learning arXiv:2412.04077