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Models/MaskRIS (Swin-B)

MaskRIS (Swin-B)

Reported on 32 benchmarks across 2 tasks · 1 paper · 8 SOTA

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

Computer Vision32 results

Instance SegmentationonRefCOCO testA
Mean IoU· 2024-11-28
80.24
best: 86.64 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCoCo val
Mean IoU· 2024-11-28
78.35
best: 85.72 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO testB
Mean IoU· 2024-11-28
76.06
best: 84.52 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO+ testA
Mean IoU· 2024-11-28
76.73
best: 83.74 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO testA
Mean IoU· 2024-11-28
80.24
best: 86.64 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCoCo val
Mean IoU· 2024-11-28
78.35
best: 85.72 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO testB
Mean IoU· 2024-11-28
76.06
best: 84.52 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO+ testA
Mean IoU· 2024-11-28
76.73
best: 83.74 (DeRIS-L)
SOTA
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO testA
Overall IoU· 2024-11-28
78.96
best: 86.49 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCoCo val
Overall IoU· 2024-11-28
76.49
best: 85.41 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO testB
Overall IoU· 2024-11-28
73.96
best: 83.4 (HyperSeg)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCOg-test
Mean IoU· 2024-11-28
69.42
best: 81.32 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCOg-test
Overall IoU· 2024-11-28
66.5
best: 80.54 (UniLSeg-100)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO+ val
Mean IoU· 2024-11-28
71.68
best: 81.28 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO+ val
Overall IoU· 2024-11-28
67.54
best: 79.4 (MLCD-Seg-7B)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO+ test B
Mean IoU· 2024-11-28
64.5
best: 78.59 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO+ test B
Overall IoU· 2024-11-28
59.39
best: 75.6 (MLCD-Seg-7B)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCO+ testA
Overall IoU· 2024-11-28
74.46
best: 83.5 (HyperSeg)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCOg-val
Mean IoU· 2024-11-28
69.31
best: 80.01 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Instance SegmentationonRefCOCOg-val
Overall IoU· 2024-11-28
65.55
best: 79.9 (MLCD-Seg-7B)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO testA
Overall IoU· 2024-11-28
78.96
best: 86.49 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCoCo val
Overall IoU· 2024-11-28
76.49
best: 85.41 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO testB
Overall IoU· 2024-11-28
73.96
best: 83.4 (HyperSeg)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCOg-test
Mean IoU· 2024-11-28
69.42
best: 81.32 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCOg-test
Overall IoU· 2024-11-28
66.5
best: 80.54 (UniLSeg-100)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO+ val
Mean IoU· 2024-11-28
71.68
best: 81.28 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO+ val
Overall IoU· 2024-11-28
67.54
best: 79.4 (MLCD-Seg-7B)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO+ test B
Mean IoU· 2024-11-28
64.5
best: 78.59 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO+ test B
Overall IoU· 2024-11-28
59.39
best: 75.6 (MLCD-Seg-7B)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCO+ testA
Overall IoU· 2024-11-28
74.46
best: 83.5 (HyperSeg)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCOg-val
Mean IoU· 2024-11-28
69.31
best: 80.01 (DeRIS-L)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067
Referring Expression SegmentationonRefCOCOg-val
Overall IoU· 2024-11-28
65.55
best: 79.9 (MLCD-Seg-7B)
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation arXiv:2411.19067