Emotion Perception on EEmo-Bench
68.54Overall Perception ScoreEEmo-Logic
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| EEmo-LogicBackbone=Qwen2.5-VL-7B2026.02 | 68.54 | 71.73 | 68.37 | 70.05 | 66.8 | 64.41 | 65.61 | — | — | |
| Gemini-2.5-ProType=Proprietary MLLM2026.02 | 66.79 | 72.22 | 64.59 | 68.41 | 65.21 | 62.09 | 63.65 | — | — | |
| GPT-4oType=Proprietary MLLM2026.02 | 65.31 | 68.25 | 64.8 | 66.53 | 64.41 | 61.49 | 62.95 | — | — | |
| LLaVA-OneVision-72BScale=72B, Type=Large-scale open-source MLLM2026.02 | 64.16 | 66.36 | 64.64 | 65.5 | 65.01 | 58.11 | 61.56 | — | — | |
| Qwen2-VL-72BScale=72B, Type=Large-scale open-source MLLM2026.02 | 63.83 | 67.89 | 61.58 | 64.74 | 64.12 | 60 | 62.06 | — | — | |
| Qwen2.5-VL-72BScale=72B, Type=Large-scale open-source MLLM2026.02 | 63.39 | 67.08 | 61.28 | 64.18 | 63.92 | 59.8 | 61.86 | — | — | |
| GPT-5Type=Proprietary MLLM2026.02 | 63.38 | 67.4 | 60.05 | 63.73 | 63.46 | 61.96 | 62.71 | — | — | |
| Qwen-VL-MaxType=Proprietary MLLM2026.02 | 62.88 | 66.51 | 60.96 | 63.74 | 63.59 | 58.84 | 61.22 | — | — | |
| EEmo-Logic2026.02 | 62.16 | — | — | — | — | — | — | 59.02 | 67.4 | |
| Emotion-QwenType=Emotion-Oriented MLLM2026.02 | 61.67 | 63.98 | 60.31 | 62.15 | 60.24 | 61.23 | 60.74 | — | — | |
| Claude-3.7-SonnetType=Proprietary MLLM2026.02 | 61.61 | 64.08 | 59.04 | 61.56 | 61.93 | 61.49 | 61.71 | — | — | |
| Qwen3-VL-8BScale=8B, Type=Medium-scale open-source MLLM2026.02 | 61.41 | 66.8 | 59.55 | 63.18 | 60.22 | 55.69 | 57.96 | — | — | |
| EmoCaliberType=Emotion-Oriented MLLM2026.02 | 60.67 | 67.19 | 56.99 | 62.09 | 65.51 | 50.3 | 57.91 | — | — | |
| LLaVA-OneVision-7BScale=7B, Type=Medium-scale open-source MLLM2026.02 | 60.32 | 65.75 | 58.83 | 62.29 | 61.13 | 51.84 | 56.49 | — | — | |
| Qwen2.5-VL-7BScale=7B, Type=Medium-scale open-source MLLM2026.02 | 59.54 | 64.37 | 57.24 | 60.81 | 59.24 | 54.93 | 57.09 | — | — | |
| LLaVA-OneVision-1.5-8BScale=8B, Type=Medium-scale open-source MLLM2026.02 | 58.56 | 63.21 | 59.95 | 61.58 | 60.44 | 44.93 | 52.69 | — | — | |
| Qwen2-VL-7BScale=7B, Type=Medium-scale open-source MLLM2026.02 | 57.99 | 59.98 | 59.39 | 59.69 | 54.97 | 54.43 | 54.7 | — | — | |
| GPT-52026.02 | 56.63 | — | — | — | — | — | — | 55.21 | 58.99 | |
| GPT-4o2026.02 | 56.19 | — | — | — | — | — | — | 55.97 | 56.57 | |
| mPLUG-Owl3-7BScale=7B, Type=Medium-scale open-source MLLM2026.02 | 56.14 | 59.11 | 52.96 | 56.04 | 59.84 | 52.84 | 56.34 | — | — | |
| InternVL3.5-8BScale=8B, Type=Medium-scale open-source MLLM2026.02 | 55.81 | 60.15 | 54.37 | 57.26 | 55.57 | 50.4 | 52.99 | — | — | |
| LLaVA-NEXT-8BScale=8B, Type=Medium-scale open-source MLLM2026.02 | 54.22 | 57.43 | 55.87 | 56.65 | 55.77 | 43.18 | 49.48 | — | — | |
| LLaVA-OneVision-72BScale=72B2026.02 | 53.95 | — | — | — | — | — | — | 52.36 | 56.6 | |
| Deepseek-VL-7B-chatScale=7B, Type=Medium-scale open-source MLLM2026.02 | 51.98 | 60.18 | 50.14 | 55.16 | 52.88 | 38.71 | 45.8 | — | — | |
| Claude-3.7-Sonnet2026.02 | 51.76 | — | — | — | — | — | — | 51.58 | 52.07 | |
| Janus-Pro-7BScale=7B, Type=Medium-scale open-source MLLM2026.02 | 51.53 | 57.53 | 48.83 | 53.18 | 53.18 | 43.48 | 48.33 | — | — | |
| mPLUG-Owl3-7BScale=7B2026.02 | 50.67 | — | — | — | — | — | — | 48.98 | 53.5 | |
| Qwen2-VL-7BScale=7B2026.02 | 48.8 | — | — | — | — | — | — | 48.42 | 49.43 | |
| Janus-Pro-7BScale=7B2026.02 | 48.54 | — | — | — | — | — | — | 49.48 | 46.97 | |
| LLaVA-OneVision-1.5-8BScale=8B2026.02 | 48.38 | — | — | — | — | — | — | 50.74 | 44.43 | |
| Qwen2-VL-72BScale=72B2026.02 | 47.56 | — | — | — | — | — | — | 47.23 | 48.1 | |
| Qwen2.5-VL-72BScale=72B2026.02 | 46.14 | — | — | — | — | — | — | 45.33 | 47.5 | |
| Qwen2.5-VL-7BScale=7B2026.02 | 45.7 | — | — | — | — | — | — | 45.69 | 45.73 | |
| LLaVA-OneVision-7BScale=7B2026.02 | 44.94 | — | — | — | — | — | — | 43.71 | 47 | |
| Deepseek-VL-7B-chatScale=7B2026.02 | 44.38 | — | — | — | — | — | — | 43.95 | 45.1 | |
| Qwen-VL-Max2026.02 | 44.17 | — | — | — | — | — | — | 43.24 | 45.72 | |
| Gemini-2.5-Pro2026.02 | 44.16 | — | — | — | — | — | — | 45.44 | 42.03 | |
| InternVL3.5-8BScale=8B2026.02 | 44.03 | — | — | — | — | — | — | 44.39 | 43.43 | |
| R1-Omni-0.5BScale=0.5B, Type=Emotion-Oriented MLLM2026.02 | 44.02 | 47.7 | 42.05 | 44.88 | 48.91 | 35.79 | 42.35 | — | — | |
| AffectGPTType=Emotion-Oriented MLLM2026.02 | 43.73 | 49.13 | 37.76 | 43.45 | 50.6 | 37.97 | 44.29 | — | — | |
| Qwen3-VL-8BScale=8B2026.02 | 42.82 | — | — | — | — | — | — | 43.05 | 42.43 | |
| Random guess w/o open-ended2026.02 | 41.83 | 50 | 33.33 | 41.67 | 50 | 34.26 | 42.13 | — | — | |
| EmoVIT2026.02 | 39.94 | — | — | — | — | — | — | 44.27 | 32.7 | |
| LLaVA-NEXT-8BScale=8B2026.02 | 39.33 | — | — | — | — | — | — | 44.09 | 31.37 | |
| Emotion-Qwen2026.02 | 36.43 | — | — | — | — | — | — | 36.29 | 36.67 | |
| EmoVITType=Emotion-Oriented MLLM2026.02 | 33.77 | 51.58 | 45 | 48.29 | 3.48 | 7.58 | 5.53 | — | — | |
| Random guess w/o open-ended2026.02 | 33.65 | — | — | — | — | — | — | — | — | |
| EmoCaliber2026.02 | 33.05 | — | — | — | — | — | — | 35.07 | 29.67 | |
| R1-Omni-0.5B2026.02 | 17.05 | — | — | — | — | — | — | 8.14 | 31.93 | |
| AffectGPT2026.02 | 4.92 | — | — | — | — | — | — | 0.56 | 12.2 |