Research map / Vision-language and multimodal / Human and embodied modeling
Char-Net: A Character-Aware Neural Network for Distorted Scene Text Recognition
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add hyper-connections to word-level encoder (ablation) | Char-Net[N] · IC-IST | accuracy: 72.6 -> 74.2 | Helped |
| add hyper-connections to word-level encoder (ablation) | Char-Net[N] · SVT-P | accuracy: 75.7 -> 78.9 | Helped |
| replace traditional attention with hierarchical attention (no CLE) (ablation) | attention recognizer · IC-IST | accuracy: 70.1 -> 70.8 | Helped |
| add character-level encoder with local STN on top of HAM (ablation) | Char-Net · IC-IST | accuracy: 70.8 -> 74.2 | Helped |
| add full Char-Net components (ablation) | Char-Net · IC-03/IC-13/SVT/IIIT5K | accuracy | No clear effect |
| character-level local rectification vs global TPS rectification | scene text recognizer · SVT | accuracy: 83.6 -> 84.4 | Helped |
Closest papers by meaning
- SqueezedText: A Real-Time Scene Text Recognition by Binary Convolutional Encoder-Decoder Network (AAAI 2018 · similarity 0.89)
- Boosting Semi-Supervised Scene Text Recognition via Viewing and Summarizing (NeurIPS 2024 · similarity 0.87)
- OTE: Exploring Accurate Scene Text Recognition Using One Token (CVPR 2024 · similarity 0.87)
- Linguistics-aware Masked Image Modeling for Self-supervised Scene Text Recognition (CVPR 2025 · similarity 0.86)
- Image as a Language: Revisiting Scene Text Recognition via Balanced, Unified and Synchronized Vision-Language Reasoning Network (AAAI 2024 · similarity 0.86)
- DreamText: High Fidelity Scene Text Synthesis (CVPR 2025 · similarity 0.86)
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