REC on ColonINST (seen)
85.74IoUColonGPT
Evaluation Results
| Method | Links | |
|---|---|---|
| ColonGPTVisual encoder=SigLIP-SO (384px), Language model=Phi1.5 (1.3B), LoRA=false, EXT=false2024.10 | 85.74 | |
| LLaVA-Med-v1.5Visual encoder=CLIP-L/14 (224px), Language model=Mistral-v0.2 (7B), LoRA=true, EXT=false2024.10 | 64.69 | |
| LLaVA-v1.5Visual encoder=CLIP-L/14 (336px), Language model=Vicuna-v1.5 (7B), LoRA=true, EXT=true2024.10 | 61.97 | |
| MGM-2BVisual encoder=CLIP-L/14 (336px) & ConvNeXt-L (768px), Language model=Gemma (2B), LoRA=true, EXT=false2024.10 | 57.25 | |
| LLaVA-v1.5Visual encoder=CLIP-L/14 (336px), Language model=Vicuna-v1.5 (7B), LoRA=true, EXT=false2024.10 | 55.72 | |
| Bunny-v1.0-3BVisual encoder=SigLIP-SO (384px), Language model=Phi2 (2.7B), LoRA=true, EXT=true2024.10 | 54 | |
| MobileVLM-1.7BVisual encoder=CLIP-L/14 (336px), Language model=MobileLLaMA (1.4B), LoRA=true, EXT=true2024.10 | 51.36 | |
| MobileVLM-1.7BVisual encoder=CLIP-L/14 (336px), Language model=MobileLLaMA (1.4B), LoRA=true, EXT=false2024.10 | 47.3 | |
| Bunny-v1.0-3BVisual encoder=SigLIP-SO (384px), Language model=Phi2 (2.7B), LoRA=true, EXT=false2024.10 | 46.24 | |
| LLaVA-Med-v1.0Visual encoder=CLIP-L/14 (224px), Language model=LLaMA1 (7B), LoRA=false, EXT=false2024.10 | 41.6 | |
| MGM-2BVisual encoder=CLIP-L/14 (336px) & ConvNeXt-L (768px), Language model=Gemma (2B), LoRA=false, EXT=false2024.10 | 39.78 | |
| LLaVA-Med-v1.0Visual encoder=CLIP-L/14 (224px), Language model=LLaMA1 (7B), LoRA=true, EXT=false2024.10 | 39.43 | |
| MiniGPT-v2Visual encoder=EVA-G/14 (448px), Language model=LLaMA2 (7B), LoRA=true, EXT=true2024.10 | 27.97 | |
| MiniGPT-v2Visual encoder=EVA-G/14 (448px), Language model=LLaMA2 (7B), LoRA=false, EXT=false2024.10 | 23.45 | |
| LLaVA-v1Visual encoder=CLIP-L/14 (224px), Language model=Vicuna-v1.3 (7B), LoRA=true, EXT=true2024.10 | 21.81 | |
| LLaVA-v1Visual encoder=CLIP-L/14 (224px), Language model=Vicuna-v1.3 (7B), LoRA=true, EXT=false2024.10 | 20.05 | |
| LLaVA-Med-v1.5Visual encoder=CLIP-L/14 (224px), Language model=Mistral-v0.2 (7B), LoRA=false, EXT=false2024.10 | 13.39 |