MaskFormer (R101 + 6 Enc)

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

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

Medical1 result

Semantic SegmentationonADE20K val
PQ· 2021-07-13
35.7
best: 54.5 (OneFormer (InternImage-H, emb_dim=256, single-scale, 896x896))
SOTA
Per-Pixel Classification is Not All You Need for Semantic Segmentation arXiv:2107.06278

Audio1 result

10-shot image generationonADE20K val
PQ· 2021-07-13
35.7
best: 54.5 (OneFormer (InternImage-H, emb_dim=256, single-scale, 896x896))
SOTA
Per-Pixel Classification is Not All You Need for Semantic Segmentation arXiv:2107.06278

Computer Vision1 result

Panoptic SegmentationonADE20K val
PQ· 2021-07-13
35.7
best: 54.5 (OneFormer (InternImage-H, emb_dim=256, single-scale, 896x896))
SOTA
Per-Pixel Classification is Not All You Need for Semantic Segmentation arXiv:2107.06278