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Visual QA on EndoVis18
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79.67
mIoU
VLM+SAM3
74.522
75.8585
77.195
78.5315
Jun 14, 2026
mIoU
BLEU-4
CIDEr
Rouge-L
Updated 1mo ago
Evaluation Results
Method
Method
Links
mIoU
BLEU-4
CIDEr
Rouge-L
VLM+SAM3
Segmentation Module=SAM3
2026.06
79.67
54.8
6.049
81.57
VLM+SAM2
Segmentation Module=SAM2
2026.06
78.35
53.16
5.811
80.88
VLM only
Tuning=LoRA
2026.06
77.12
49.65
5.423
78.24
VLM+SAM
Segmentation Module=SAM
2026.06
74.72
52.55
5.986
79.43
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