Textual Emotion Analysis on DFEC 2000 (test)
9.01VideoChatGPT Score (Overall)FaVChat-Qwen3
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FaVChat-Qwen3LLM Size=8B2025.03 | 9.01 | 4.87 | 4.82 | 4.74 | 4.81 | 44.7 | 46.9 | 52.3 | |
| FaVChat-Qwen2.5LLM Size=7B2025.03 | 8.89 | 4.84 | 4.79 | 4.69 | 4.78 | 44.3 | 45.4 | 48.7 | |
| Qwen3-VL-8B-FaceLLM Size=8B, Fine-tuning Dataset=FaVChat-170K2025.03 | 8.87 | 4.58 | 4.46 | 4.47 | 4.51 | 29.7 | 31.2 | 42.9 | |
| Qwen2.5-VL-7B-FaceLLM Size=7B, Fine-tuning Dataset=FaVChat-170K2025.03 | 8.64 | 4.51 | 4.41 | 4.45 | 4.22 | 27.4 | 26.1 | 46.3 | |
| Qwen2.5-VL-72BLLM Size=72B2025.03 | 8.47 | 4.61 | 4.47 | 4.59 | 4.78 | 28.1 | 31.7 | 45.3 | |
| Qwen3-VL-30B-A3BLLM Size=30B2025.03 | 8.44 | 4.63 | 4.51 | 4.57 | 4.81 | 30.4 | 33.1 | 46.1 | |
| Qwen3-VL-8BLLM Size=8B2025.03 | 7.99 | 4.49 | 4.37 | 4.41 | 4.33 | 26.2 | 25.7 | 42.1 | |
| Qwen2.5-VL-7BLLM Size=7B2025.03 | 7.84 | 4.49 | 4.36 | 4.43 | 4.21 | 26.1 | 25.4 | 41.7 | |
| Claude4-SonnetLLM Size=-2025.03 | 7.84 | 4.55 | 4.64 | 4.77 | 4.84 | 31.2 | 34.2 | 47.2 | |
| GPT-4oLLM Size=-2025.03 | 7.67 | 4.22 | 3.97 | 4.48 | 3.9 | 26.4 | 21.3 | 43.2 | |
| Omni-EmotionLLM Size=7B, Training Modalities=visual and speech2025.03 | 7.53 | 4.57 | 4.38 | 4.73 | 4.24 | 40.7 | 46.1 | 50.4 | |
| HumanOmniLLM Size=7B, Training Modalities=visual and speech2025.03 | 7.51 | 4.58 | 4.41 | 4.7 | 4.41 | 41.2 | 46.8 | 52.3 | |
| PLLaVALLM Size=7B2025.03 | 7.47 | 4.21 | 4.15 | 4.37 | 4.08 | 26.8 | 25 | 39.3 | |
| FaceTrack-MMLLM Size=7B2025.03 | 7.47 | 4.42 | 4.3 | 4.6 | 4.26 | 41.8 | 47.3 | 48.3 | |
| Emotion-LLaMALLM Size=7B, Training Modalities=visual and speech2025.03 | 7.42 | 4.17 | 4.33 | 4.54 | 4.19 | 29.4 | 41.3 | 37.2 | |
| VideoLLaMA2LLM Size=7B2025.03 | 7.41 | 4.17 | 4.02 | 4.47 | 3.93 | 25.3 | 26.6 | 34.4 | |
| ShareGPT4VideoLLM Size=7B2025.03 | 7.33 | 4.24 | 4.13 | 4.35 | 4.09 | 19.2 | 20.5 | 39.4 | |
| LLaVA-Next-VideoLLM Size=7B2025.03 | 7.14 | 4.19 | 4.07 | 4.39 | 4.04 | 25 | 24.9 | 39.5 | |
| Qwen2.5-VL-3BLLM Size=2B2025.03 | 7.01 | 4.01 | 3.98 | 4.37 | 3.88 | 20.2 | 22.1 | 40.6 | |
| LLaMA-VIDLLM Size=7B2025.03 | 6.98 | 3.95 | 4.01 | 4.22 | 3.71 | 19.5 | 23.1 | 33.9 | |
| ST-LLMLLM Size=7B2025.03 | 6.79 | 4 | 3.98 | 4.31 | 3.94 | 21.3 | 23.8 | 32.1 | |
| Chat-UniVILLM Size=7B2025.03 | 6.76 | 3.64 | 3.63 | 4.21 | 3.61 | 18.9 | 23.1 | 39.6 | |
| LLaVA-OneVisionLLM Size=7B2025.03 | 6.72 | 3.68 | 3.47 | 4.1 | 3.42 | 11.5 | 16.5 | 37.9 | |
| Face-MLLMLLM Size=7B2025.03 | 6.62 | 3.31 | 3.54 | 3.79 | 2.67 | 20.4 | 19.7 | 30.4 | |
| VideoChat2LLM Size=7B2025.03 | 6.47 | 3.7 | 3.56 | 4.16 | 3.52 | 20.2 | 22.9 | 31.1 | |
| TarsierLLM Size=7B2025.03 | 6.42 | 3.59 | 3.5 | 4.07 | 3.41 | 14.3 | 18.5 | 41.5 | |
| VideoLLaMALLM Size=7B2025.03 | 6.12 | 3.6 | 3.67 | 3.84 | 3.5 | 18.9 | 19.6 | 30.3 | |
| VideoChatLLM Size=7B2025.03 | 5.92 | 3.47 | 3.52 | 3.92 | 3.38 | 25.1 | 19.2 | 34.4 |