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Models/EAGLE (DINO, ViT-B/8)

EAGLE (DINO, ViT-B/8)

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 SegmentationonPotsdam-3
Accuracy· 2024-03-03
83.3
SOTA
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
Semantic SegmentationonPotsdam-3
mIoU· 2024-03-03
71.1
SOTA
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
Semantic SegmentationonCityscapes test
Accuracy· 2024-03-03
79.4
best: 84.3 (ViCE)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
Semantic SegmentationonCityscapes test
mIoU· 2024-03-03
22.1
best: 67.3 (EDANet)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482

Computer Vision4 results

Unsupervised Semantic SegmentationonPotsdam-3
Accuracy· 2024-03-03
83.3
SOTA
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
Unsupervised Semantic SegmentationonPotsdam-3
mIoU· 2024-03-03
71.1
SOTA
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
Unsupervised Semantic SegmentationonCityscapes test
Accuracy· 2024-03-03
79.4
best: 84.3 (ViCE)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
Unsupervised Semantic SegmentationonCityscapes test
mIoU· 2024-03-03
22.1
best: 26.8 (CUPS)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482

Audio4 results

10-shot image generationonPotsdam-3
Accuracy· 2024-03-03
83.3
SOTA
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
10-shot image generationonPotsdam-3
mIoU· 2024-03-03
71.1
SOTA
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
10-shot image generationonCityscapes test
Accuracy· 2024-03-03
79.4
best: 84.3 (ViCE)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482
10-shot image generationonCityscapes test
mIoU· 2024-03-03
22.1
best: 67.3 (EDANet)
EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation arXiv:2403.01482