Referring Object Classification on LVIS (test)
73.39AccuracyLLaVA + Blur
Evaluation Results
| Method | Links | |
|---|---|---|
| LLaVA + BlurReferring Type=Box, Training Type=Training-Free Methods2024.07 | 73.39 | |
| Ferret-7BReferring Type=Mask, Training Type=Training Methods2024.07 | 72.39 | |
| Ferret-7BReferring Type=Box, Training Type=Training Methods2024.07 | 71.71 | |
| Ferret-7BReferring Type=Scribble, Training Type=Training Methods2024.07 | 71.58 | |
| LLaVA + BlurReferring Type=Mask, Training Type=Training-Free Methods2024.07 | 71.32 | |
| Ferret-7BReferring Type=Point, Training Type=Training Methods2024.07 | 68.54 | |
| Shikra-7BReferring Type=Box, Training Type=Training Methods2024.07 | 64.6 | |
| LLaVA + ControlMLLM (Ours)Referring Type=Mask, Training Type=Training-Free Methods2024.07 | 60.79 | |
| LLaVA + ControlMLLM (Ours)Referring Type=Box, Training Type=Training-Free Methods2024.07 | 60.59 | |
| LLaVA + ControlMLLM (Ours)Referring Type=Point, Training Type=Training-Free Methods2024.07 | 58.85 | |
| GPT4-ROIReferring Type=Box, Training Type=Training Methods2024.07 | 58.59 | |
| LLaVA + ControlMLLM (Ours)Referring Type=Scribble, Training Type=Training-Free Methods2024.07 | 58.33 | |
| LLaVA + ColorReferring Type=Mask, Training Type=Training-Free Methods2024.07 | 56.72 | |
| Shikra-7BReferring Type=Point, Training Type=Training Methods2024.07 | 56.27 | |
| Kosmos-2Referring Type=Box, Training Type=Training Methods2024.07 | 55.17 | |
| LLaVA + ColorReferring Type=Box, Training Type=Training-Free Methods2024.07 | 55.1 | |
| LLaVAReferring Type=Box, Training Type=Training-Free Methods2024.07 | 54.72 | |
| LLaVAReferring Type=Mask, Training Type=Training-Free Methods2024.07 | 54.72 | |
| LLaVAReferring Type=Scribble, Training Type=Training-Free Methods2024.07 | 54.72 | |
| LLaVAReferring Type=Point, Training Type=Training-Free Methods2024.07 | 54.72 | |
| LLaVA + Edit AttReferring Type=Mask, Training Type=Training-Free Methods2024.07 | 37.08 | |
| LLaVA + Edit AttReferring Type=Box, Training Type=Training-Free Methods2024.07 | 36.24 |