self-supervised scene text recognition
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Benchmarks
Most implemented
Linguistics-aware Masked Image Modeling for Self-supervised Scene Text Recognition
2025-03-24 · 구현 1개
Self-supervised Character-to-Character Distillation for Text Recognition
2022-11-01 · 구현 1개
Papers
Masked Next-Scale Prediction for Self-supervised Scene Text Recognition
2026-05-14
· Zhuohao Chen, Zeng Li, Yifei Zhang, Chang Liu 외
arxiv
Scene Text Recognition requires modeling visual structures that evolve from coarse layouts to fine-grained character strokes. Training such models relies on large amounts of annotated data. Recent self-supervised approac…
self-supervised scene text recognitionImage ReconstructionLinguistics-aware Masked Image Modeling for Self-supervised Scene Text Recognition
2025-03-24 · CVPR 2025 1
· Yifei Zhang, Chang Liu, Jin Wei, Xiaomeng Yang 외
Text images are unique in their dual nature, encompassing both visual and linguistic information. The visual component encompasses structural and appearance-based features, while the linguistic dimension incorporates con…
Contrastive LearningScene Text RecognitionSelf-Supervised Learningself-supervised scene text recognitionSelf-supervised Character-to-Character Distillation for Text Recognition
2022-11-01 · ICCV 2023 1
· Tongkun Guan, Wei Shen, Xue Yang, Qi Feng 외
When handling complicated text images (e.g., irregular structures, low resolution, heavy occlusion, and uneven illumination), existing supervised text recognition methods are data-hungry. Although these methods employ la…
Data AugmentationRepresentation LearningScene Text RecognitionSelf-Learning+5