Image Understanding on SEED-IMG
73.2AccuracyCuMo
Evaluation Results
| Method | Links | |
|---|---|---|
| CuMoLLM Backbone=Mixtral-8×7B, Act Param=13.5B2026.05 | 73.2 | |
| AsyMoE-LLaMA3LLM Backbone=LLaMA-3-8B, Act Param=10.8B2026.05 | 73.2 | |
| SPHINX-XLLM Backbone=Mixtral-8×7B2026.05 | 73 | |
| AsyMoE-Phi3LLM Backbone=Phi-3-mini, Act Param=4.1B2026.05 | 72.5 | |
| MoIIE-LLaMA3LLM Backbone=LLaMA-3-8B, Act Param=11.3B2026.05 | 72 | |
| ContextMoE-Phi2LLM Backbone=Phi-2, Act Param=4.1B2026.05 | 71.8 | |
| MoIIE-Phi3LLM Backbone=Phi-3-mini, Act Param=5.5B2026.05 | 71.1 | |
| Deepseek-VLLLM Backbone=Deepseek-7B2026.05 | 70.4 | |
| MM1LLM Backbone=MM1-7B-MoE2026.05 | 70.4 | |
| LLaVA-NeXTLLM Backbone=Vicuna-7B, Act Param=7.1B2026.05 | 70.2 | |
| LLaVA-LLaMA3LLM Backbone=LLaMA-3-8B, Act Param=8.4B2026.05 | 70.1 | |
| MousiLLM Backbone=Vicuna-7B, Act Param=7.9B2026.05 | 70.1 | |
| ShareGPT-4VLLM Backbone=Vicuna-7B2026.05 | 69.7 | |
| LLaVA-1.5-7BLLM Backbone=Vicuna-7B, Act Param=7.1B2026.05 | 66.1 | |
| InstructBLIP-7BLLM Backbone=Vicuna-7B, Act Param=7.9B2026.05 | 60.5 | |
| Qwen-VL-chat-7BLLM Backbone=Qwen-7B2026.05 | 58.2 | |
| mPLUG-Owl2LLM Backbone=LLaMA-2-7B2026.05 | 57.8 |