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Multimodal Understanding on MMBench v1.0 (test)

67.7AccuracyLLaVA-1.5
21.21233.28145.3557.419Mar 20, 2024

Evaluation results

MethodLinks
LLaVA-1.5LLM=Vicuna-13B, PT=558K, IT=665K2024.0367.7
LLaVA-1.5LLM=Vicuna-7B, PT=558K, IT=665K2024.0364.3
Qwen-VL-ChatLLM=Qwen-7B, PT=1.4B, IT=50M2024.0360.6
LLaVA-PhiLLM=Phi-2-2.7B, PT=558K, IT=665K2024.0359.8
MobileVLM-3BLLM=MobileLLaMA-2.7B, PT=558K, IT=665K2024.0359.6
ShikraLLM=Vicuna-13B, PT=600K, IT=5.5M2024.0358.8
VL-MambaLLM=Mamba LLM-2.8B, PT=558K, IT=665K2024.0357
IDEFICS-80BLLM=LLaMA-65B, PT=353M, IT=1M2024.0354.5
mPLUG-OwlLLM=LLaMA-7B, PT=2.1M, IT=102K2024.0349.4
OtterLLM=LLaMA-7B2024.0348.3
IDEFICS-9BLLM=LLaMA-7B, PT=353M, IT=1M2024.0348.2
Qwen-VLLLM=Qwen-7B, PT=1.4B, IT=50M2024.0338.2
InstructBLIPLLM=Vicuna-7B, PT=129M, IT=1.2M2024.0336
MiniGPT-4LLM=Vicuna-7B, PT=5M, IT=5K2024.0323