Document Image Classification2020en
tobacco-3482
Dataset from Papers With Code
Metrics:accuracy, cer, wer, f1
Current State of the Art
DocXClassifier-L
Unknown
95.57
accuracy
accuracy Progress Over Time
Showing 3 breakthroughs from Apr 2020 to Mar 2022
Key Milestones
Jun 2021
DocBert [DOCBERT]
From paper: Efficient Document Image Classification Using Region-Based Graph Neural Network
82.3
+78.9%
Mar 2022
DocXClassifier-LCurrent SOTA
From paper: DocXClassifier: High Performance Explainable Deep Network for Document Image Classification
95.6
+16.1%
Total Improvement
107.8%
Time Span
2y
Breakthroughs
3
Current SOTA
95.6
Top Models Performance Comparison
Top 10 models ranked by accuracy
Best Score
95.6
Top Model
DocXClassifier-L
Models Compared
10
Score Range
53.6
accuracyPrimary
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | DocXClassifier-L | 95.57 | DocXClassifier: High Performance Explainable Deep Network for Document Image ClassificationCode | Mar 2022 |
| 2 | Multimodal Side-Tuning (MobileNetV2) | 90.5 | Jan 2023 | |
| 3 | Multimodal Side-Tuning (ResNet50) | 90.3 | Jan 2023 | |
| 4 | DocBert [DOCBERT] | 82.3 | Jun 2021 | |
| 5 | BERT [BERT] | 79 | Jun 2021 | |
| 6 | Eff-GNN + Word2Vec [word2vec] + Image Embedding | 77.5 | Jun 2021 | |
| 7 | Eff-GNN + Word2Vec [word2vec] | 73.5 | Jun 2021 | |
| 8 | Optimized Text CNN | 46 | Apr 2020 | |
| 9 | Lightweight TextCNN with Dual Optimizer | 43.5 | Apr 2020 | |
| 10 | Lightweight Text CNN | 42 | Apr 2020 |
memory
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | VGG | 7.08 | Jun 2021 |
training-time-hours
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | Optimized Text CNN | 2 | Apr 2020 | |
| 2 | Lightweight Text CNN | 1 | Apr 2020 | |
| 3 | Lightweight TextCNN with Dual Optimizer | 0.430 | Apr 2020 |
Related Papers3
Multimodal Side-Tuning for Document Classification
Jan 2023Models: Multimodal Side-Tuning (MobileNetV2), Multimodal Side-Tuning (ResNet50)
Efficient Document Image Classification Using Region-Based Graph Neural Network
Jun 2021Models: DocBert [DOCBERT], BERT [BERT], Eff-GNN + Word2Vec [word2vec] + Image Embedding +2 more
Light-Weighted CNN for Text Classification
Apr 2020Models: Optimized Text CNN, Lightweight TextCNN with Dual Optimizer, Lightweight Text CNN