Emotion Assessment on EEmo-Bench 1.0 (test)
0.87Valence SRCCQwen2-VL-7B
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Qwen2-VL-7BModel Variant=7B2026.02 | 0.87 | 0.88 | 0.59 | 0.57 | -0.04 | -0.04 | 0.47 | 0.47 | |
| Deepseek-VL-7B-chatModel Variant=7B-chat2026.02 | 0.85 | 0.83 | 0.54 | 0.56 | -0.5 | -0.53 | 0.3 | 0.29 | |
| mPLUG-Owl3-7BModel Variant=7B2026.02 | 0.85 | 0.86 | 0.56 | 0.53 | -0.22 | -0.07 | 0.4 | 0.44 | |
| EEmo-LogicVariant=Probability-based2026.02 | 0.85 | 0.84 | 0.71 | 0.7 | 0.46 | 0.41 | 0.67 | 0.65 | |
| Qwen3-VL-8BModel Variant=8B2026.02 | 0.84 | 0.82 | 0.66 | 0.62 | -0.26 | -0.15 | 0.41 | 0.43 | |
| EEmo-LogicVariant=Think2026.02 | 0.84 | 0.83 | 0.57 | 0.56 | 0.78 | 0.74 | 0.73 | 0.71 | |
| Qwen2.5-VL-7BModel Variant=7B2026.02 | 0.8 | 0.74 | 0.46 | 0.46 | 0.32 | 0.31 | 0.53 | 0.5 | |
| Janus-Pro-7BModel Variant=7B2026.02 | 0.76 | 0.76 | 0.54 | 0.38 | -0.3 | -0.23 | 0.33 | 0.3 | |
| LLaVA-OneVision-7BModel Variant=7B2026.02 | 0.67 | 0.47 | 0.24 | 0.28 | -0.19 | -0.17 | 0.24 | 0.19 | |
| LLaVA-NEXT-8BModel Variant=8B2026.02 | 0.58 | 0.57 | 0.38 | 0.37 | -0.07 | -0.05 | 0.3 | 0.3 |