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ResearchFormerly WizWand

Open-Vocabulary Segmentation on iSAID

54.3mIoURSKT-Seg
5.62818.26430.943.536Feb 6, 2026Feb 28, 2026Mar 22, 2026Apr 14, 2026May 6, 2026May 28, 2026Jun 20, 2026
Updated 4mo ago

Evaluation results

MethodLinks
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 background2026.0254.3
Cat-SegPub. & Year=CVPR’24, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0253.3
SANPub. & Year=CVPR’23, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0249.6
SkySense-OPub. & Year=CVPR’25, Backbone (Size)=CLIP (ViT-L/14@512px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0243.9
OracleEvaluation Protocol=Fully supervised2026.0236.2
CONCEPTBANKPub. & Year=-, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0235.4
ProC-SAM3Backbone=SAM 32026.0629.5
ActiveSAM*Backbone=SAM32026.0628.3
SegEarth-OV3*Backbone=SAM 32026.0626
CorrCLIP*Pub. & Year=ICCV’25, Backbone (Size)=CLIP + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0225.5
CorrCLIPBackbone=CLIP+DINO+SAM22026.0625.5
VIP*Backbone=DINOv3 + dino.txt2026.0623.5
ReAttnCLIPBackbone=CLIP2026.0623.2
OursEvaluation Protocol=Zero-shot2026.0221.9
ProxyCLIPPub. & Year=ECCV’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0221.8
ProxyCLIPBackbone=CLIP+DINOv22026.0621.8
SegEarth-OV*Pub. & Year=CVPR’25, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0221.7
SegEarth-OVEvaluation Protocol=Trained on remote sensing data2026.0221.7
SegEarth-OVBackbone=CLIP2026.0621.7
RSCLIP*Backbone=CLIP2026.0621.2
ConInferBackbone=CLIP+DINOv32026.0620.1
ClearCLIPEvaluation Protocol=Zero-shot2026.0218.2
ClearCLIPBackbone=CLIP2026.0618.2
GEMPub. & Year=CVPR’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0217.7
SAM3*Pub. & Year=ICLR’26, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0217.7
GEMEvaluation Protocol=Zero-shot2026.0217.7
SCLIP*Pub. & Year=ECCV’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0216.1
SCLIPEvaluation Protocol=Zero-shot2026.0216.1
SCLIPBackbone=CLIP2026.0616.1
MaskCLIPPub. & Year=ECCV’22, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0214.5
MaskCLIPEvaluation Protocol=Zero-shot2026.0214.5
CLIPPub. & Year=ICML’21, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.027.5
CLIPEvaluation Protocol=Zero-shot2026.027.5