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ResearchFormerly WizWand

Multimodal Perception Evaluation on MME Perception 16

1,515.3Perception ScoreLLaVA-1.5+ (Ours)
1,183.4361,269.5931,355.751,441.907Jul 5, 2024
Updated 8mo ago

Evaluation results

MethodLinks
LLaVA-1.5+ (Ours)LM=Vicuna(7B), Res.=336, PT=558K, IT=665K2024.071,515.3
LLaVA-1.5LM=Vicuna (7B), Res.=336, PT=558K, IT=665K2024.071,510.7
Mipha-3B+ (Ours)LM=Phi-2 (2.7B), Res.=384, PT=558K, IT=665K2024.071,501.2
Mipha-3BLM=Phi-2 (2.7B), Res.=384, PT=558K, IT=665K2024.071,488.9
Bunny-3BLM=Phi-2 (2.7B), Res.=384, PT=2M, IT=695K2024.071,488.8
Qwen-VL-ChatLM=Qwen (7B), Res.=448, PT=1.4B, IT=50M2024.071,487.5
LAF-7BLM=Vicuna (7B), Res.=336, PT=558K, IT=665K2024.071,482.7
TinyLLaVALM=Phi-2 (2.7B), Res.=384, PT=1.2M, IT=665k2024.071,464.9
mPLUG-Owl2LM=LLAMA (7B), Res.=448, PT=400M, IT=1.23M2024.071,450.2
Mobile VLM-v2-3BLM=M-LLaMA (2.7B), Res.=336, PT=1.2M, IT=2.4M2024.071,440.5
Imp-v1LM=Phi-2 (2.7B), Res.=384, PT=558K, IT=665K2024.071,434
MoE-LLaVA-3.6BLM=Phi-2 (2.7B), Res.=384, PT=558k, IT=1.59M2024.071,431.3
LLaVA-PhiLM=Phi-2 (2.7B), Res.=336, PT=558k, IT=665K2024.071,335.1
Mobile VLM-v2-1.7BLM=M-LLaMA (1.4B), Res.=336, PT=1.2M, IT=2.4M2024.071,302.8
BLIP-2LM=Vicuna (13B), Res.=224, PT=129M, IT=-2024.071,293.8
Mobile VLM-3BLM=M-LLaMA (2.7B), Res.=336, PT=558K, IT=665K2024.071,288.9
InstructBLIPLM=Vicuna (13B), Res.=224, PT=129M, IT=1.2M2024.071,212.8
Mobile VLM-1.7BLM=M-LLaMA (1.4B), Res.=336, PT=558K, IT=665K2024.071,196.2