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ResearchFormerly WizWand

Referring Object Classification on LVIS (test)

73.39AccuracyLLaVA + Blur
34.75444.784554.81564.8455Jul 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
LLaVA + BlurReferring Type=Box, Training Type=Training-Free Methods2024.0773.39
Ferret-7BReferring Type=Mask, Training Type=Training Methods2024.0772.39
Ferret-7BReferring Type=Box, Training Type=Training Methods2024.0771.71
Ferret-7BReferring Type=Scribble, Training Type=Training Methods2024.0771.58
LLaVA + BlurReferring Type=Mask, Training Type=Training-Free Methods2024.0771.32
Ferret-7BReferring Type=Point, Training Type=Training Methods2024.0768.54
Shikra-7BReferring Type=Box, Training Type=Training Methods2024.0764.6
LLaVA + ControlMLLM (Ours)Referring Type=Mask, Training Type=Training-Free Methods2024.0760.79
LLaVA + ControlMLLM (Ours)Referring Type=Box, Training Type=Training-Free Methods2024.0760.59
LLaVA + ControlMLLM (Ours)Referring Type=Point, Training Type=Training-Free Methods2024.0758.85
GPT4-ROIReferring Type=Box, Training Type=Training Methods2024.0758.59
LLaVA + ControlMLLM (Ours)Referring Type=Scribble, Training Type=Training-Free Methods2024.0758.33
LLaVA + ColorReferring Type=Mask, Training Type=Training-Free Methods2024.0756.72
Shikra-7BReferring Type=Point, Training Type=Training Methods2024.0756.27
Kosmos-2Referring Type=Box, Training Type=Training Methods2024.0755.17
LLaVA + ColorReferring Type=Box, Training Type=Training-Free Methods2024.0755.1
LLaVAReferring Type=Box, Training Type=Training-Free Methods2024.0754.72
LLaVAReferring Type=Mask, Training Type=Training-Free Methods2024.0754.72
LLaVAReferring Type=Scribble, Training Type=Training-Free Methods2024.0754.72
LLaVAReferring Type=Point, Training Type=Training-Free Methods2024.0754.72
LLaVA + Edit AttReferring Type=Mask, Training Type=Training-Free Methods2024.0737.08
LLaVA + Edit AttReferring Type=Box, Training Type=Training-Free Methods2024.0736.24