Document Classification on Tobacco-3482
99.71AccuracyCross-Modal
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Cross-ModalModality=Multi-modal2023.05 | 99.71 | — | |
| EAML Tr-KLD RegModality=Multi-modal2023.05 | 98.57 | — | |
| EAML Tr-KLD RegModality=Image2023.05 | 97.99 | — | |
| Cross-ModalModality=Text2023.05 | 97.18 | — | |
| EAML Tr-KLD RegModality=Text2023.05 | 96.27 | — | |
| Asim et al.Modality=Multi-modal2023.05 | 95.8 | — | |
| Ferrando et al.Modality=Multi-modal2023.05 | 94.9 | — | |
| Ferrando et al.Modality=Image2023.05 | 94.04 | — | |
| Asim et al.Modality=Image2023.05 | 93.2 | — | |
| Nicolas et al.Modality=Multi-modal2023.05 | 87.8 | — | |
| Asim et al.Modality=Text2023.05 | 87.1 | — | |
| Cross-ModalModality=Image2023.05 | 86.25 | — | |
| Nicolas et al.Modality=Image2023.05 | 84.5 | — | |
| Harley et al.Category=Baseline2023.05 | 79.9 | — | |
| Noce et al.Category=Baseline2023.05 | 79.8 | — | |
| Afzal et al.Category=Baseline2023.05 | 76.6 | — | |
| Nicolas et al.Modality=Text2023.05 | 73.8 | — | |
| Kang et al.Category=Baseline2023.05 | 65.37 | — | |
| Optimized Text CNNTrainable Parameters=16733570, Training time=~2 hour2020.04 | 46 | 3.11 | |
| Base Text CNNTrainable Parameters=16801034, Training time=~2 hour2020.04 | 44.7 | 3.21 | |
| Kumar et al.Category=Baseline2023.05 | 43.8 | — | |
| Lightweight TextCNN with Dual OptimizerTrainable Parameters=16496856, Training time=~26 min2020.04 | 43.5 | 1.9 | |
| Lightweight Text CNNTrainable Parameters=16496856, Training time=~1 hour2020.04 | 42 | 1.79 |