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ResearchFormerly WizWand

REG on ColonINST (seen)

99.96AccuracyColonGPT
83.933688.094392.25596.4157Oct 22, 2024
Updated 8mo ago

Evaluation results

MethodLinks
ColonGPTVisual encoder=SigLIP-SO (384px), Language model=Phi1.5 (1.3B), LoRA=false, EXT=false2024.1099.96
LLaVA-v1.5Visual encoder=CLIP-L/14 (336px), Language model=Vicuna-v1.5 (7B), LoRA=true, EXT=true2024.1099.32
LLaVA-Med-v1.5Visual encoder=CLIP-L/14 (224px), Language model=Mistral-v0.2 (7B), LoRA=true, EXT=false2024.1099.3
MGM-2BVisual encoder=CLIP-L/14 (336px) & ConvNeXt-L (768px), Language model=Gemma (2B), LoRA=true, EXT=false2024.1098.75
LLaVA-v1.5Visual encoder=CLIP-L/14 (336px), Language model=Vicuna-v1.5 (7B), LoRA=true, EXT=false2024.1098.58
MGM-2BVisual encoder=CLIP-L/14 (336px) & ConvNeXt-L (768px), Language model=Gemma (2B), LoRA=false, EXT=false2024.1098.17
MobileVLM-1.7BVisual encoder=CLIP-L/14 (336px), Language model=MobileLLaMA (1.4B), LoRA=true, EXT=true2024.1097.87
MobileVLM-1.7BVisual encoder=CLIP-L/14 (336px), Language model=MobileLLaMA (1.4B), LoRA=true, EXT=false2024.1097.78
LLaVA-Med-v1.0Visual encoder=CLIP-L/14 (224px), Language model=LLaMA1 (7B), LoRA=false, EXT=false2024.1097.74
LLaVA-Med-v1.0Visual encoder=CLIP-L/14 (224px), Language model=LLaMA1 (7B), LoRA=true, EXT=false2024.1097.35
Bunny-v1.0-3BVisual encoder=SigLIP-SO (384px), Language model=Phi2 (2.7B), LoRA=true, EXT=false2024.1096.61
Bunny-v1.0-3BVisual encoder=SigLIP-SO (384px), Language model=Phi2 (2.7B), LoRA=true, EXT=true2024.1096.02
MiniGPT-v2Visual encoder=EVA-G/14 (448px), Language model=LLaMA2 (7B), LoRA=false, EXT=false2024.1094.69
LLaVA-Med-v1.5Visual encoder=CLIP-L/14 (224px), Language model=Mistral-v0.2 (7B), LoRA=false, EXT=false2024.1090.4
MiniGPT-v2Visual encoder=EVA-G/14 (448px), Language model=LLaMA2 (7B), LoRA=true, EXT=true2024.1087.65
LLaVA-v1Visual encoder=CLIP-L/14 (224px), Language model=Vicuna-v1.3 (7B), LoRA=true, EXT=true2024.1086.87
LLaVA-v1Visual encoder=CLIP-L/14 (224px), Language model=Vicuna-v1.3 (7B), LoRA=true, EXT=false2024.1084.55