Fake News Video Detection on FakeSV (five-fold cross-val)
84.62AccuracySV-FEND + NEED
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SV-FEND + NEEDModality=multimodal, NEED enhancement=true2023.06 | 84.62 | 84.61 | 84.81 | 84.64 | |
| BERT + NEEDModality=single-modal, NEED enhancement=true2023.06 | 82.99 | 82.96 | 83.19 | 82.99 | |
| Wu et al. (2022) + NEEDModality=single-modal, NEED enhancement=true2023.06 | 82.96 | 82.93 | 83.14 | 82.95 | |
| FANVM + NEEDModality=multimodal, NEED enhancement=true2023.06 | 80.97 | 80.9 | 81.36 | 80.96 | |
| SV-FENDModality=multimodal, NEED enhancement=false2023.06 | 79.95 | 79.89 | 80.23 | 79.94 | |
| Faster R-CNN+Att + NEEDModality=single-modal, NEED enhancement=true2023.06 | 78.48 | 78.45 | 78.71 | 78.5 | |
| Wu et al. (2022)Modality=single-modal, NEED enhancement=false2023.06 | 77.1 | 74.71 | 76.43 | 73.98 | |
| BERTModality=single-modal, NEED enhancement=false2023.06 | 77.05 | 77.02 | 77.21 | 77.07 | |
| FANVMModality=multimodal, NEED enhancement=false2023.06 | 76 | 75.98 | 76.07 | 76.01 | |
| VGGish + NEEDModality=single-modal, NEED enhancement=true2023.06 | 75.25 | 75.12 | 75.73 | 75.22 | |
| Faster R-CNN+AttModality=single-modal, NEED enhancement=false2023.06 | 70.19 | 70 | 70.68 | 70.15 | |
| VGGishModality=single-modal, NEED enhancement=false2023.06 | 66.91 | 66.82 | 67.07 | 66.89 |