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Models/Mask2Former (single-scale)

Mask2Former (single-scale)

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

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

Medical4 results

Semantic SegmentationonCOCO minival
AP· 2021-12-02
48.6
best: 53.2 (OpenSeeD (SwinL, single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
Semantic SegmentationonCOCO minival
PQ· 2021-12-02
57.8
best: 61.2 (HyperSeg (Swin-B))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
Semantic SegmentationonCOCO minival
PQst· 2021-12-02
48.1
best: 49.2 (OneFormer (InternImage-H,single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
Semantic SegmentationonCOCO minival
PQth· 2021-12-02
64.2
best: 67.1 (OneFormer (InternImage-H,single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527

Audio4 results

10-shot image generationonCOCO minival
AP· 2021-12-02
48.6
best: 53.2 (OpenSeeD (SwinL, single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
10-shot image generationonCOCO minival
PQ· 2021-12-02
57.8
best: 61.2 (HyperSeg (Swin-B))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
10-shot image generationonCOCO minival
PQst· 2021-12-02
48.1
best: 49.2 (OneFormer (InternImage-H,single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
10-shot image generationonCOCO minival
PQth· 2021-12-02
64.2
best: 67.1 (OneFormer (InternImage-H,single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527

Computer Vision4 results

Panoptic SegmentationonCOCO minival
AP· 2021-12-02
48.6
best: 53.2 (OpenSeeD (SwinL, single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
Panoptic SegmentationonCOCO minival
PQ· 2021-12-02
57.8
best: 61.2 (HyperSeg (Swin-B))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
Panoptic SegmentationonCOCO minival
PQst· 2021-12-02
48.1
best: 49.2 (OneFormer (InternImage-H,single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527
Panoptic SegmentationonCOCO minival
PQth· 2021-12-02
64.2
best: 67.1 (OneFormer (InternImage-H,single-scale))
SOTA
Masked-attention Mask Transformer for Universal Image Segmentation arXiv:2112.01527