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ResearchFormerly WizWand

Open-vocabulary semantic segmentation on VDD

0.675mIoUProC-SAM3
0.120680.264590.40850.55241Feb 19, 2026Mar 11, 2026Mar 31, 2026Apr 20, 2026May 10, 2026May 30, 2026Jun 20, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ProC-SAM3Backbone=SAM 32026.060.675
SegEarth-OV3*Backbone=SAM 32026.060.644
OracleEvaluation Protocol=Fully supervised2026.020.629
ActiveSAM*Backbone=SAM32026.060.622
VIP*Backbone=DINOv3 + dino.txt2026.060.525
ConInferBackbone=CLIP+DINOv32026.060.503
ReAttnCLIPBackbone=CLIP2026.060.497
ProxyCLIPBackbone=CLIP+DINOv22026.060.478
CorrCLIPBackbone=CLIP+DINO+SAM22026.060.473
OursEvaluation Protocol=Zero-shot2026.020.468
SegEarth-OVEvaluation Protocol=Trained on remote sensing data2026.020.453
SegEarth-OVBackbone=CLIP2026.060.453
RSCLIP*Backbone=CLIP2026.060.425
GEMEvaluation Protocol=Zero-shot2026.020.395
ClearCLIPEvaluation Protocol=Zero-shot2026.020.393
ClearCLIPBackbone=CLIP2026.060.393
SCLIPEvaluation Protocol=Zero-shot2026.020.379
SCLIPBackbone=CLIP2026.060.379
MaskCLIPEvaluation Protocol=Zero-shot2026.020.329
CLIPEvaluation Protocol=Zero-shot2026.020.142