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Models/EVF-SAM

EVF-SAM

Reported on 16 benchmarks across 2 tasks · 1 paper · 10 SOTA

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

Computer Vision16 results

Instance SegmentationonRefCOCO testA
Overall IoU· uses extra data· 2024-06-28
84.2
best: 86.49 (DeRIS-L)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Instance SegmentationonRefCOCO testB
Overall IoU· uses extra data· 2024-06-28
80.2
best: 83.4 (HyperSeg)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Instance SegmentationonRefCOCO+ val
Overall IoU· uses extra data· 2024-06-28
76.5
best: 79.4 (MLCD-Seg-7B)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Instance SegmentationonRefCOCO+ test B
Overall IoU· uses extra data· 2024-06-28
71.9
best: 75.6 (MLCD-Seg-7B)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Instance SegmentationonRefCOCO+ testA
Overall IoU· uses extra data· 2024-06-28
80
best: 83.5 (HyperSeg)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCOCO testA
Overall IoU· uses extra data· 2024-06-28
84.2
best: 86.49 (DeRIS-L)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCOCO testB
Overall IoU· uses extra data· 2024-06-28
80.2
best: 83.4 (HyperSeg)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCOCO+ val
Overall IoU· uses extra data· 2024-06-28
76.5
best: 79.4 (MLCD-Seg-7B)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCOCO+ test B
Overall IoU· uses extra data· 2024-06-28
71.9
best: 75.6 (MLCD-Seg-7B)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCOCO+ testA
Overall IoU· uses extra data· 2024-06-28
80
best: 83.5 (HyperSeg)
SOTA
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Instance SegmentationonRefCoCo val
Overall IoU· uses extra data· 2024-06-28
82.4
best: 85.41 (DeRIS-L)
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Instance SegmentationonRefCOCOg-test
Overall IoU· uses extra data· 2024-06-28
78.3
best: 80.54 (UniLSeg-100)
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Instance SegmentationonRefCOCOg-val
Overall IoU· uses extra data· 2024-06-28
78.2
best: 79.9 (MLCD-Seg-7B)
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCoCo val
Overall IoU· uses extra data· 2024-06-28
82.4
best: 85.41 (DeRIS-L)
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCOCOg-test
Overall IoU· uses extra data· 2024-06-28
78.3
best: 80.54 (UniLSeg-100)
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076
Referring Expression SegmentationonRefCOCOg-val
Overall IoU· uses extra data· 2024-06-28
78.2
best: 79.9 (MLCD-Seg-7B)
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model arXiv:2406.20076