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ResearchFormerly WizWand

Reasoning Segmentation on gRefCOCO (testA)

77.7gIoUSegCompass-13B
46.08454.29262.570.708May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SegCompass-13BBackbone=LLaVA-1.52026.0577.777.3
RAS-13BYear=2025, Backbone=LLaVA-1.52026.0577.577
SegCompass-7BBackbone=Qwen2.5-VL2026.0576.876.5
SegCompass-7BBackbone=LLaVA-1.52026.0576.172.6
UniRES-7BYear=2025, Backbone=LLaVA-1.52026.057674.5
Text4Seg-13BYear=2025, Backbone=LLaVA-1.52026.0575.174.3
SAM4MLLM-7BYear=2024, Backbone=LLaVA-1.62026.0574.272.2
Text4Seg-7BYear=2025, Backbone=LLaVA-1.52026.0574.172.8
HiMTok-8BYear=2025, Backbone=InternVL-2.52026.0573.574.9
GSVA-13BYear=2024, Backbone=LLaVA-1.52026.0571.870.5
GSVA-7BYear=2024, Backbone=LLaVA-1.52026.0571.169.9
ReLAYear=20232026.057069.3
LISA-13BYear=2024, Backbone=LLaVA-1.52026.0568.169.6
LISA-7BYear=2024, Backbone=LLaVA-1.52026.0566.268.5
LAVTYear=20222026.0565.965.3
CRISYear=20222026.0563.463.8
VLTYear=20212026.0563.262.1
LTSYear=20212026.0562.661.8
MattNetYear=20182026.0559.358.6
LIRA-8BYear=2025, Backbone=InternVL-2, zero-shot=true2026.0550.452.4
OMG-LLaVA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.0550.152.4
LaSagnA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.0547.350.4