Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DocXClassifier-L | 95.57 | No | - | - | Code |
| 2 | DocBert [DOCBERT] | 91.95 | No | Efficient Document Image Classification Using Re... | 2021-06-25 | - |
| 3 | Eff-GNN + Word2Vec [word2vec] | 91 | No | Efficient Document Image Classification Using Re... | 2021-06-25 | - |
| 4 | Multimodal Side-Tuning (MobileNetV2) | 90.5 | No | Multimodal Side-Tuning for Document Classification | 2023-01-16 | Code |
| 5 | Multimodal Side-Tuning (ResNet50) | 90.3 | No | Multimodal Side-Tuning for Document Classification | 2023-01-16 | Code |
| 6 | DocBERT [DOCBERT] | 82.3 | No | Efficient Document Image Classification Using Re... | 2021-06-25 | - |
| 7 | BERT [BERT] | 79 | No | Efficient Document Image Classification Using Re... | 2021-06-25 | - |
| 8 | Eff-GNN + Word2Vec [word2vec] + Image Embedding | 77.5 | No | Efficient Document Image Classification Using Re... | 2021-06-25 | - |
| 9 | Eff-GNN+ Word2Vec [word2vec] | 73.5 | No | Efficient Document Image Classification Using Re... | 2021-06-25 | - |