List your company
ResearchFormerly WizWand

Open-Vocabulary Segmentation on Vaihingen

64.5mIoUProC-SAM3
8.65223.15137.6552.149Feb 6, 2026Feb 28, 2026Mar 22, 2026Apr 14, 2026May 6, 2026May 28, 2026Jun 20, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ProC-SAM3Backbone=SAM 32026.0664.5
CONCEPTBANKPub. & Year=-, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0263
OracleEvaluation Protocol=Fully supervised2026.0261.2
SegEarth-OV3*Backbone=SAM 32026.0660.8
SkySense-OPub. & Year=CVPR’25, Backbone (Size)=CLIP (ViT-L/14@512px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0251.6
SAM3*Pub. & Year=ICLR’26, Backbone (Size)=SAM3 (PE-L+/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0249.1
ProxyCLIPPub. & Year=ECCV’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0247.5
ProxyCLIPBackbone=CLIP+DINOv22026.0647.5
CorrCLIP*Pub. & Year=ICCV’25, Backbone (Size)=CLIP + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0247
CorrCLIPBackbone=CLIP+DINO+SAM22026.0647
ActiveSAM*Backbone=SAM32026.0645.1
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 background2026.0242.7
Cat-SegPub. & Year=CVPR’24, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0242.3
OursEvaluation Protocol=Zero-shot2026.0240.6
RSCLIP*Backbone=CLIP2026.0640.3
SegEarth-OV*Pub. & Year=CVPR’25, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0240
SegEarth-OVEvaluation Protocol=Trained on remote sensing data2026.0240
SANPub. & Year=CVPR’23, Backbone (Size)=CLIP (ViT-L/14@336px), Optimization Protocol=Training-based, Evaluation Setting=with background2026.0239.2
GEMPub. & Year=CVPR’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0236.4
GEMEvaluation Protocol=Zero-shot2026.0236.4
ClearCLIPEvaluation Protocol=Zero-shot2026.0236.2
ClearCLIPBackbone=CLIP2026.0636.2
SCLIP*Pub. & Year=ECCV’24, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0235.9
SCLIPEvaluation Protocol=Zero-shot2026.0235.9
SCLIPBackbone=CLIP2026.0635.9
ConInferBackbone=CLIP+DINOv32026.0631.4
VIP*Backbone=DINOv3 + dino.txt2026.0630.5
MaskCLIPPub. & Year=ECCV’22, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0229.9
MaskCLIPEvaluation Protocol=Zero-shot2026.0229.9
ReAttnCLIPBackbone=CLIP2026.0629.9
SegEarth-OVBackbone=CLIP2026.0629.1
CLIPPub. & Year=ICML’21, Backbone (Size)=CLIP, Optimization Protocol=Parameter-free, Evaluation Setting=with background2026.0210.8
CLIPEvaluation Protocol=Zero-shot2026.0210.8