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Models/Segmenter ViT-S/16

Segmenter ViT-S/16

Reported on 12 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Medical4 results

Semantic SegmentationonACDC (Adverse Conditions Dataset with Correspondences)
mIoU· 2022-03-21
16.7
SOTA
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
Semantic SegmentationonNighttime Driving
mIoU· 2022-03-21
18.9
best: 60.8 (TADP)
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
Semantic SegmentationonDark Zurich
mIoU· 2022-03-21
14.2
best: 63.9 (Refign (HRDA))
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
Semantic SegmentationonCityscapes val
mIoU· 2022-03-21
21.8
best: 90.3 (EfficientPS (Cityscapes-fine))
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160

Computer Vision4 results

Unsupervised Semantic SegmentationonACDC (Adverse Conditions Dataset with Correspondences)
mIoU· 2022-03-21
16.7
SOTA
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
Unsupervised Semantic SegmentationonNighttime Driving
mIoU· 2022-03-21
18.9
SOTA
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
Unsupervised Semantic SegmentationonDark Zurich
mIoU· 2022-03-21
14.2
SOTA
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
Unsupervised Semantic SegmentationonCityscapes val
mIoU· 2022-03-21
21.8
best: 51.1 (CorrCLIP)
SOTA
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160

Audio4 results

10-shot image generationonACDC (Adverse Conditions Dataset with Correspondences)
mIoU· 2022-03-21
16.7
SOTA
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
10-shot image generationonNighttime Driving
mIoU· 2022-03-21
18.9
best: 60.8 (TADP)
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
10-shot image generationonDark Zurich
mIoU· 2022-03-21
14.2
best: 63.9 (Refign (HRDA))
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160
10-shot image generationonCityscapes val
mIoU· 2022-03-21
21.8
best: 90.3 (EfficientPS (Cityscapes-fine))
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation arXiv:2203.11160