ResearchBenchmarksVisual Emotion Understanding on EmotionROIVisual Emotion Understanding on EmotionROIFollow76.78AccuracyUniEmo68.14870.38972.6374.871Jul 31, 2025Evaluation resultsMethodMethodLinksAccuracyUniEmoBackbone=ViT-L/14Backbone=ViT-L/142025.0776.78UniEmoBackbone=ViT-B/16Backbone=ViT-B/162025.0775.57UniEmoBackbone=ViT-B/32Backbone=ViT-B/322025.0774.25MVPBackbone=ViT-B/32Backbone=ViT-B/322025.0771.89CoCoOpBackbone=ViT-B/32Backbone=ViT-B/322025.0771.09SimEmotionBackbone=ViT-B/32Backbone=ViT-B/322025.0770.54PT-DPCBackbone=ViT-B/32Backbone=ViT-B/322025.0769.7CoOpBackbone=ViT-B/32Backbone=ViT-B/322025.0768.48