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ResearchFormerly WizWand

Semantic Segmentation on COCO 20^i

72.2mIoUDiffewS
21.03234.31647.660.884Oct 3, 2024Jan 1, 2025Apr 2, 2025Jul 1, 2025Sep 30, 2025Dec 29, 2025Mar 30, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DiffewSShots=few-shot, Setting=In-context2024.1072.2
DiffewSEncoder=Stable Diffusion, #Param=890 M, Training Protocol=Task-specific fine-tuning: Semantic + mask supervision, Shot count=52026.0372.2
DiffewSShots=one-shot, Setting=In-context2024.1071.3
SegGPTShots=few-shot, Setting=In-context2024.1067.9
SegGPTEncoder=ViT, #Param=354 M, Training Protocol=Task-specific fine-tuning: Semantic + mask supervision, Shot count=52026.0367.9
GF-SAMEncoder=DINOv2 + SAM, #Param=945 M, Training Protocol=Training free: Mask-supervised pre-training, Shot count=52026.0366.8
SINEEncoder=DINOv2, #Param=373 M, Training Protocol=Task-specific fine-tuning: Semantic + mask supervision, Shot count=52026.0366.1
FPTransShots=few-shot, Setting=In-context2024.1065.5
INSID3Encoder=DINOv3, #Param=304 M, Training Protocol=Training free: Unsupervised pre-training, Shot count=52026.0365.1
GF-SAM† + our debiasEncoder=DINOv3 + SAM, #Param=945 M, Training Protocol=Training free: Mask-supervised pre-training, Shot count=52026.0364.6
GF-SAM†Encoder=DINOv3 + SAM, #Param=945 M, Training Protocol=Training free: Mask-supervised pre-training, Shot count=52026.0364.4
MatcherShots=few-shot, Setting=In-context2024.1060.7
MatcherEncoder=DINOv2 + SAM, #Param=945 M, Training Protocol=Training free: Mask-supervised pre-training, Shot count=52026.0360.7
FPTransShots=one-shot, Setting=In-context2024.1056.5
SegGPTShots=one-shot, Setting=In-context2024.1056.1
MatcherShots=one-shot, Setting=In-context2024.1052.7
HSNetShots=few-shot, Setting=In-context2024.1050.7
VATShots=few-shot, Setting=In-context2024.1049.4
VATShots=one-shot, Setting=In-context2024.1042.9
HSNetShots=one-shot, Setting=In-context2024.1041.7
PainterShots=one-shot, Setting=In-context2024.1032.8
PainterShots=few-shot, Setting=In-context2024.1032.6
PerSAM-FShots=one-shot, Setting=In-context2024.1023.5
PerSAMShots=one-shot, Setting=In-context2024.1023