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ResearchFormerly WizWand

Open-Vocabulary Segmentation on Potsdam

74.3mIoUOracle
13.25229.10144.9560.799Feb 6, 2026Feb 28, 2026Mar 22, 2026Apr 14, 2026May 6, 2026May 28, 2026Jun 20, 2026
Updated 4mo ago

Evaluation results

MethodLinks
OracleEvaluation Protocol=Fully supervised2026.0274.3
CONCEPTBANKPub. & Year=-, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0260.5
ProC-SAM3Backbone=SAM 32026.0658.8
SegEarth-OV3*Backbone=SAM 32026.0657.2
SkySense-OPub. & Year=CVPR’25, Backbone (Size)=CLIP (ViT-L/14@512px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0254.1
SAM3*Pub. & Year=ICLR’26, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0254.1
CorrCLIP*Pub. & Year=ICCV’25, Backbone (Size)=CLIP + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0251.9
CorrCLIPBackbone=CLIP+DINO+SAM22026.0651.9
OursEvaluation Protocol=Zero-shot2026.0250.2
ConInferBackbone=CLIP+DINOv32026.0650
ProxyCLIPPub. & Year=ECCV’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0249
ProxyCLIPBackbone=CLIP+DINOv22026.0649
ReAttnCLIPBackbone=CLIP2026.0648.7
SegEarth-OV*Pub. & Year=CVPR’25, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0248.5
SegEarth-OVEvaluation Protocol=Trained on remote sensing data2026.0248.5
SegEarth-OVBackbone=CLIP2026.0648.5
RSCLIP*Backbone=CLIP2026.0647.4
ClearCLIPEvaluation Protocol=Zero-shot2026.0242
ClearCLIPBackbone=CLIP2026.0642
ActiveSAM*Backbone=SAM32026.0640.6
SCLIP*Pub. & Year=ECCV’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0239.6
SCLIPEvaluation Protocol=Zero-shot2026.0239.6
SCLIPBackbone=CLIP2026.0639.6
GEMPub. & Year=CVPR’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0239.1
GEMEvaluation Protocol=Zero-shot2026.0239.1
RSKT-SegPub. & Year=AAAI’26, Backbone (Size)=CLIP (ViT-L/14@336px) + RemoteCLIP (ViT-B/16) + DINO (ViT-B/32), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0238.4
SANPub. & Year=CVPR’23, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0237.3
Cat-SegPub. & Year=CVPR’24, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0235.8
MaskCLIPPub. & Year=ECCV’22, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0233.9
MaskCLIPEvaluation Protocol=Zero-shot2026.0233.9
VIP*Backbone=DINOv3 + dino.txt2026.0623
CLIPPub. & Year=ICML’21, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0215.6
CLIPEvaluation Protocol=Zero-shot2026.0215.6