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ResearchFormerly WizWand

Open-Vocabulary Segmentation on LoveDA

50mIoUOracle
10.89621.04831.241.352Feb 6, 2026Feb 28, 2026Mar 22, 2026Apr 14, 2026May 6, 2026May 28, 2026Jun 20, 2026
Updated 4mo ago

Evaluation results

MethodLinks
OracleEvaluation Protocol=Fully supervised2026.0250
CONCEPTBANKPub. & Year=-, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0249.4
ProC-SAM3Backbone=SAM 32026.0646.1
SegEarth-OV3*Backbone=SAM 32026.0641.6
ActiveSAM*Backbone=SAM32026.0641.1
ConInferBackbone=CLIP+DINOv32026.0639.3
SkySense-OPub. & Year=CVPR’25, Backbone (Size)=CLIP (ViT-L/14@512px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0238.3
OursEvaluation Protocol=Zero-shot2026.0238.2
ReAttnCLIPBackbone=CLIP2026.0637
SegEarth-OV*Pub. & Year=CVPR’25, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0236.9
CorrCLIP*Pub. & Year=ICCV’25, Backbone (Size)=CLIP + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0236.9
SegEarth-OVEvaluation Protocol=Trained on remote sensing data2026.0236.9
SegEarth-OVBackbone=CLIP2026.0636.9
CorrCLIPBackbone=CLIP+DINO+SAM22026.0636.9
SAM3*Pub. & Year=ICLR’26, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0235.6
RSCLIP*Backbone=CLIP2026.0635.5
ProxyCLIPPub. & Year=ECCV’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0234.3
ProxyCLIPBackbone=CLIP+DINOv22026.0634.3
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 background2026.0233.2
ClearCLIPEvaluation Protocol=Zero-shot2026.0232.4
ClearCLIPBackbone=CLIP2026.0632.4
GEMPub. & Year=CVPR’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0231.6
GEMEvaluation Protocol=Zero-shot2026.0231.6
VIP*Backbone=DINOv3 + dino.txt2026.0631.2
SCLIP*Pub. & Year=ECCV’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0230.4
SCLIPEvaluation Protocol=Zero-shot2026.0230.4
SCLIPBackbone=CLIP2026.0630.4
Cat-SegPub. & Year=CVPR’24, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0228.6
MaskCLIPPub. & Year=ECCV’22, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0227.8
MaskCLIPEvaluation Protocol=Zero-shot2026.0227.8
SANPub. & Year=CVPR’23, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0225.3
CLIPPub. & Year=ICML’21, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0212.4
CLIPEvaluation Protocol=Zero-shot2026.0212.4