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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC 2012 (mIoU)

85.6mIoU*RADIOv2.5-L
14.3632.85551.3569.845Aug 16, 2025Sep 18, 2025Oct 22, 2025Nov 25, 2025Dec 28, 2025Jan 31, 2026Mar 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
*RADIOv2.5-LParams (M)=320, Evaluation=Linear probe2025.0885.6
RADIOv2.5-LParams (M)=320, Evaluation Protocol=Linear probe2025.0885.6
UniUGG Enc.Params (M)=320, Evaluation=Linear probe2025.0885.43
UniUGG Enc.Params (M)=320, Evaluation Protocol=Linear probe2025.0885.43
DINOv2-g/14-regParams (M)=1,137, Evaluation=Linear probe2025.0882.78
DINOv2-g/14-regParams (M)=1,137, Evaluation Protocol=Linear probe2025.0882.78
EVACLIP (+LazyStrike)Backbone=ViT-B/16, Zero-shot=true2026.0279.6
EVACLIP (+LazyStrike)Backbone=ViT-L/14, Zero-shot=true2026.0276.4
MetaCLIP (+LazyStrike)Backbone=ViT-L/14, Zero-shot=true2026.0275.6
CLIP (+LazyStrike)Backbone=ViT-B/16, Zero-shot=true2026.0275
MetaCLIP (+LazyStrike)Backbone=ViT-B/16, Zero-shot=true2026.0272.8
CLIP (+LazyStrike)Backbone=ViT-L/14, Zero-shot=true2026.0272.4
GoCAType=Ours, Backbone=Flux2026.0370.7
SigLIP-L/14Params (M)=428, Evaluation=Linear probe2025.0870.31
SigLIP-L/14Params (M)=428, Evaluation Protocol=Linear probe2025.0870.31
OpenAI CLIP-L/14Params (M)=305, Evaluation=Linear probe2025.0867.04
OpenAI CLIP-L/14Params (M)=305, Evaluation Protocol=Linear probe2025.0867.04
GoCAType=Ours, Backbone=SD XL2026.0365.6
GoCAType=Ours, Backbone=Pixart-Sigma2026.0363.6
GoCAType=Ours, Backbone=SD v1.52026.0360.7
DiffSegmentorType=Pre-Trained DM2026.0360.1
EVACLIPBackbone=ViT-B/16, Zero-shot=true2026.0256.5
FluxType=Vanilla2026.0355.7
EVACLIPBackbone=ViT-L/14, Zero-shot=true2026.0253.8
SD XLType=Vanilla2026.0351.1
SD v1.5Type=Baseline2026.0351.1
CLIPBackbone=ViT-B/16, Zero-shot=true2026.0249
FTTMType=Pre-Trained DM, Note=Reproduced2026.0348.9
MASt3R Enc.Params (M)=303, Evaluation=Linear probe2025.0848.58
MASt3R Enc.Params (M)=303, Evaluation Protocol=Linear probe2025.0848.58
DUSt3R Enc.Params (M)=303, Evaluation=Linear probe2025.0846.02
DUSt3R Enc.Params (M)=303, Evaluation Protocol=Linear probe2025.0846.02
Pixart-SigmaType=Vanilla2026.0345.2
SD v1.5Type=Vanilla2026.0344.3
MetaCLIPBackbone=ViT-B/16, Zero-shot=true2026.0239.6
MaskCLIPType=Non-DM2026.0338.8
SAM-H/16Params (M)=637, Evaluation=Linear probe2025.0834.34
SAM-H/16Params (M)=637, Evaluation Protocol=Linear probe2025.0834.34
MaskDiffusionType=Pre-Trained DM2026.0329.9
MetaCLIPBackbone=ViT-L/14, Zero-shot=true2026.0225.7
ReCOType=Non-DM2026.0325.1
CLIPBackbone=ViT-L/14, Zero-shot=true2026.0217.1