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ResearchFormerly WizWand

Reasoning Segmentation on gRefCOCO (testB)

0.719gIoUSegCompass-13B
0.37580.46490.5540.6431May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SegCompass-13BBackbone=LLaVA-1.52026.050.7190.724
HiMTok-8BYear=2025, Backbone=InternVL-2.52026.050.7170.72
SegCompass-7BBackbone=Qwen2.5-VL2026.050.70.728
UniRES-7BYear=2025, Backbone=LLaVA-1.52026.050.6980.666
RAS-13BYear=2025, Backbone=LLaVA-1.52026.050.6940.679
SegCompass-7BBackbone=LLaVA-1.52026.050.6820.667
Text4Seg-13BYear=2025, Backbone=LLaVA-1.52026.050.680.671
Text4Seg-7BYear=2025, Backbone=LLaVA-1.52026.050.6610.648
SAM4MLLM-7BYear=2024, Backbone=LLaVA-1.62026.050.6530.634
GSVA-13BYear=2024, Backbone=LLaVA-1.52026.050.6380.613
GSVA-7BYear=2024, Backbone=LLaVA-1.52026.050.6220.605
LISA-13BYear=2024, Backbone=LLaVA-1.52026.050.6180.622
ReLAYear=20232026.050.610.599
LISA-7BYear=2024, Backbone=LLaVA-1.52026.050.5880.606
LAVTYear=20222026.050.5580.55
CRISYear=20222026.050.5170.51
VLTYear=20212026.050.5080.505
LTSYear=20212026.050.5040.499
MattNetYear=20182026.050.4610.453
LIRA-8BYear=2025, Backbone=InternVL-2, zero-shot=true2026.050.4240.449
OMG-LLaVA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.050.4220.437
LaSagnA-7BYear=2024, Backbone=LLaVA-1.5, zero-shot=true2026.050.3890.421