Multimodal Perception Evaluation on MME Perception 16
1,515.3Perception ScoreLLaVA-1.5+ (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| LLaVA-1.5+ (Ours)LM=Vicuna(7B), Res.=336, PT=558K, IT=665K2024.07 | 1,515.3 | |
| LLaVA-1.5LM=Vicuna (7B), Res.=336, PT=558K, IT=665K2024.07 | 1,510.7 | |
| Mipha-3B+ (Ours)LM=Phi-2 (2.7B), Res.=384, PT=558K, IT=665K2024.07 | 1,501.2 | |
| Mipha-3BLM=Phi-2 (2.7B), Res.=384, PT=558K, IT=665K2024.07 | 1,488.9 | |
| Bunny-3BLM=Phi-2 (2.7B), Res.=384, PT=2M, IT=695K2024.07 | 1,488.8 | |
| Qwen-VL-ChatLM=Qwen (7B), Res.=448, PT=1.4B, IT=50M2024.07 | 1,487.5 | |
| LAF-7BLM=Vicuna (7B), Res.=336, PT=558K, IT=665K2024.07 | 1,482.7 | |
| TinyLLaVALM=Phi-2 (2.7B), Res.=384, PT=1.2M, IT=665k2024.07 | 1,464.9 | |
| mPLUG-Owl2LM=LLAMA (7B), Res.=448, PT=400M, IT=1.23M2024.07 | 1,450.2 | |
| Mobile VLM-v2-3BLM=M-LLaMA (2.7B), Res.=336, PT=1.2M, IT=2.4M2024.07 | 1,440.5 | |
| Imp-v1LM=Phi-2 (2.7B), Res.=384, PT=558K, IT=665K2024.07 | 1,434 | |
| MoE-LLaVA-3.6BLM=Phi-2 (2.7B), Res.=384, PT=558k, IT=1.59M2024.07 | 1,431.3 | |
| LLaVA-PhiLM=Phi-2 (2.7B), Res.=336, PT=558k, IT=665K2024.07 | 1,335.1 | |
| Mobile VLM-v2-1.7BLM=M-LLaMA (1.4B), Res.=336, PT=1.2M, IT=2.4M2024.07 | 1,302.8 | |
| BLIP-2LM=Vicuna (13B), Res.=224, PT=129M, IT=-2024.07 | 1,293.8 | |
| Mobile VLM-3BLM=M-LLaMA (2.7B), Res.=336, PT=558K, IT=665K2024.07 | 1,288.9 | |
| InstructBLIPLM=Vicuna (13B), Res.=224, PT=129M, IT=1.2M2024.07 | 1,212.8 | |
| Mobile VLM-1.7BLM=M-LLaMA (1.4B), Res.=336, PT=558K, IT=665K2024.07 | 1,196.2 |