Document Classification on Tobacco small-3482
95.8AccuracyAsim et al.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Asim et al.Pre-training=BigTobacco, Input Modality=Image + Text2020.06 | 95.8 | — | |
| Proposed work (2020)Pre-training=BigTobacco, Input Modality=Image + Text2020.06 | 94.9 | — | |
| Proposed work (2020)Pre-training=BigTobacco, Input Modality=Image2020.06 | 94.04 | — | |
| Asim et al.Pre-training=BigTobacco, Input Modality=Image2020.06 | 93.2 | — | |
| Afzal et al. (2017)Pre-training=BigTobacco, Input Modality=Image2020.06 | 91.13 | — | |
| Proposed work (2020)Pre-training=None, Input Modality=Image + Text2020.06 | 89.47 | — | |
| Audebert et al.Pre-training=None, Input Modality=Image + Text2020.06 | 87.8 | — | |
| Proposed work (2020)Pre-training=None, Input Modality=Image2020.06 | 85.99 | — | |
| Audebert et al.Pre-training=None, Input Modality=Image2020.06 | 84.5 | — | |
| Optimized Text CNNTrainable Parameters=6295043, Training time=~9 min2020.04 | 84 | 0.6 | |
| Base Text CNNTrainable Parameters=6336739, Training time=~9 min2020.04 | 83.1 | 0.85 | |
| Lightweight TextCNN with Dual OptimizerTrainable Parameters=6057603, Training time=~2 min2020.04 | 83 | 0.54 | |
| Lightweight Text CNNTrainable Parameters=6057603, Training time=~5 min2020.04 | 82.5 | 0.65 | |
| Harley et al.Pre-training=None, Input Modality=Image2020.06 | 79.9 | — | |
| Noce et al.Pre-training=None, Input Modality=Image + Text2020.06 | 79.8 | — | |
| Afzal et al. (2015)Pre-training=None, Input Modality=Image2020.06 | 77.6 | — | |
| Kang et al.Pre-training=None, Input Modality=Image2020.06 | 65.37 | — | |
| Kumar et al.Pre-training=None, Input Modality=Image2020.06 | 43.8 | — |