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Multimodal Emotion Reasoning on EMER

7.83Clue OverlapEmotion-LLaMA
3.0984.32655.5556.7835Jun 17, 2024Sep 22, 2024Dec 29, 2024Apr 5, 2025Jul 12, 2025Oct 17, 2025Jan 23, 2026

Evaluation results

MethodLinks
Emotion-LLaMA2024.067.836.25
Emotion-LLaMAv22026.017.37.14
Valley2024.067.245.77
VideoChat-EmbedInput format=textual embedding space2024.067.155.65
PandaGPT2024.067.145.51
Video-ChatGPT2024.066.955.74
Video-LLaMA2024.066.644.89
VideoChat-TextInput format=textual format2024.066.423.94
Emotion-LLaMA2026.015.896.89
AffectGPT2026.015.875.79
Video-LLaMA22026.015.635.51
Qwen2.5-Omni2026.015.65.04
PandaGPT2026.014.864.39
Video-ChatGPT2026.014.815.07
Valley2026.014.325.45
VideoChatvariant=Embed2026.014.045.12
Video-LLaMA2026.013.685.01
VideoChatvariant=Text2026.013.283.89