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ResearchFormerly WizWand

Remote Sensing Referring Expression Comprehension on RRSIS-D (test)

45.71Pr@0.3RSVG-ZeroOV
6.65816.796526.93537.0735Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
RSVG-ZeroOVSupervision=Zero-shot, Refinement=No2026.0645.7130.1516.7432.9232.94
RSVG-ZeroOVSupervision=Zero-shot, Refinement=Yes2026.0645.731.3917.6334.4931.28
VLM (Baseline)Supervision=Zero-shot, Refinement=Yes2026.0643.630.3516.7631.9328.38
VLM (Baseline)Supervision=Zero-shot, Refinement=No2026.0643.3528.6614.2730.929.53
DiffSegmenterSupervision=Zero-shot, Refinement=No, Cross-attention=VLM2026.0639.824.2913.0128.4726.92
DiffSegmenterSupervision=Zero-shot, Refinement=Yes, Cross-attention=VLM2026.0638.4125.1113.9628.524.57
DiffPNGSupervision=Zero-shot, Refinement=No, Cross-attention=VLM2026.0637.9223.1811.3526.9325.65
DiffPNGSupervision=Zero-shot, Refinement=Yes, Cross-attention=VLM2026.0632.4321.2913.0424.8920.79
OV-VGSupervision=Zero-shot, Refinement=No2026.0627.7819.1612.9622.0718.34
OV-VGSupervision=Zero-shot, Refinement=Yes2026.0627.2316.213.2721.6217.18
QueryMatchSupervision=Weakly-supervised2026.0622.0416.2212.117.2115.26
GroundVLPSupervision=Zero-shot, Refinement=No2026.0621.6616.8312.2717.1417.51
GroundVLPSupervision=Zero-shot, Refinement=Yes2026.0621.2616.211.3216.5116.88
DiffPNGSupervision=Zero-shot, Refinement=Yes, Cross-attention=Original2026.0619.5910.315.0315.7113.11
DiffPNGSupervision=Zero-shot, Refinement=No, Cross-attention=Original2026.0618.938.453.314.8412.54
TRISSupervision=Weakly-supervised2026.0614.623.790.3713.213.14
SAGSupervision=Weakly-supervised2026.069.392.10.299.229.21
DiffSegmenterSupervision=Zero-shot, Refinement=No, Cross-attention=Original2026.068.221.690.28.78.63
DiffSegmenterSupervision=Zero-shot, Refinement=Yes, Cross-attention=Original2026.068.161.550.178.68.58