Self-adaptation (ResNet - 101)

Reported on 4 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Methodology2 results

Domain AdaptationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2022-08-10
4489
SOTA
Semantic Self-adaptation: Enhancing Generalization with a Single Sample arXiv:2208.05788
Domain AdaptationonGTA5-to-Cityscapes
mIoU· 2022-08-10
46.99
best: 74.4 (CLUDA+HRDA)
SOTA
Semantic Self-adaptation: Enhancing Generalization with a Single Sample arXiv:2208.05788

Computer Vision2 results

Domain GeneralizationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2022-08-10
4489
SOTA
Semantic Self-adaptation: Enhancing Generalization with a Single Sample arXiv:2208.05788
Domain GeneralizationonGTA5-to-Cityscapes
mIoU· 2022-08-10
46.99
best: 68.88 (tqdm (EVA02-CLIP-L))
SOTA
Semantic Self-adaptation: Enhancing Generalization with a Single Sample arXiv:2208.05788