Emotion Recognition on DEAP
96.44AccuracyPRISM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRISMTechnique=Dynamic, Mode=Dependent2026.07 | 96.44 | — | — | — | |
| MS-iMambaInput=Raw, Channels=42024.09 | 94.86 | — | — | — | |
| EESCNInput=DE, Channels=All2024.09 | 94.81 | — | — | — | |
| JO-CapsNetInput=Raw, Channels=All2024.09 | 94.36 | — | — | — | |
| ARCNNTechnique=Dynamic, Mode=Dependent2026.07 | 93.55 | — | — | — | |
| MFAClassifier=SVM, Modality=AVT2026.05 | 93 | 88 | 86 | 87 | |
| MFAClassifier=SVM, Modality=AV2026.05 | 92 | 85 | 84 | 84 | |
| DGCNNInput=PSD, Channels=All2024.09 | 91.07 | — | — | — | |
| CCAClassifier=SVM, Modality=AVT2026.05 | 91 | 84 | 81 | 82 | |
| CFAClassifier=SVM, Modality=AVT2026.05 | 91 | 85 | 80 | 83 | |
| MFAClassifier=Naive Bayes, Modality=AV2026.05 | 89 | 83 | 79 | 81 | |
| CCAClassifier=Naive Bayes, Modality=AVT2026.05 | 88 | 84 | 77 | 80 | |
| MFAClassifier=Naive Bayes, Modality=AVT2026.05 | 88 | 78 | 77 | 78 | |
| PRISMTechnique=Semi-supervised, Mode=Independent2026.07 | 86.04 | — | — | — | |
| miMambaTechnique=Static, Mode=Dependent2026.07 | 85.99 | — | — | — | |
| CRAMInput=Raw, Channels=All2024.09 | 85.78 | — | — | — | |
| Video (V)Classifier=Naive Bayes, Modality=V2026.05 | 85 | 76 | 69 | 72 | |
| CFAClassifier=SVM, Modality=AV2026.05 | 85 | 76 | 70 | 73 | |
| CCAClassifier=Naive Bayes, Modality=AV2026.05 | 84 | 82 | 67 | 74 | |
| CFAClassifier=Naive Bayes, Modality=AVT2026.05 | 84 | 74 | 66 | 70 | |
| CSGNNInput=DE, Channels=20%2024.09 | 83.39 | — | — | — | |
| Audio (A)Classifier=SVM, Modality=A2026.05 | 82 | 65 | 65 | 65 | |
| CFAClassifier=Naive Bayes, Modality=AV2026.05 | 82 | 75 | 63 | 68 | |
| Video (V)Classifier=SVM, Modality=V2026.05 | 81 | 62 | 65 | 63 | |
| CCAClassifier=SVM, Modality=AV2026.05 | 81 | 66 | 63 | 64 | |
| Textual (T)Classifier=SVM, Modality=T2026.05 | 76 | 82 | 61 | 70 | |
| CSGNNTechnique=Dynamic, Mode=Independent2026.07 | 75.88 | — | — | — | |
| Audio (A)Classifier=Naive Bayes, Modality=A2026.05 | 72 | 48 | 44 | 46 | |
| Textual (T)Classifier=Naive Bayes, Modality=T2026.05 | 70 | 79 | 53 | 64 | |
| CGRU-MDGNTechnique=Graph, Mode=Independent2026.07 | 70 | — | — | — | |
| LSTM-CNNTechnique=Attention, Mode=Independent2026.07 | 67.7 | — | — | — | |
| TSFTechnique=Self-supervised, Mode=Independent2026.07 | 67.59 | — | — | — | |
| TAETechnique=Static, Mode=Dependent2026.07 | 66.29 | — | — | — | |
| TAEInput=DE, Channels=30%2024.09 | 66.29 | — | — | — | |
| DSSNTechnique=Dynamic Stream, Mode=Independent2026.07 | 59.76 | — | — | — | |
| TAS-NetTechnique=Unsupervised, Mode=Independent2026.07 | 59.18 | — | — | — |