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masked image modeling

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DataFunSummit
DataFunSummit
Sep 6, 2022 · Artificial Intelligence

Recent Advances in Self‑Supervised Learning for Text Recognition (OCR)

This article reviews recent progress in applying self‑supervised learning to OCR text recognition, covering mainstream model architectures, key considerations for self‑supervised tasks on text images, and detailed analyses of representative papers such as SeqCLR, SimAN, and DiG, highlighting their designs, experiments, and results.

Computer VisionOCRcontrastive learning
0 likes · 20 min read
Recent Advances in Self‑Supervised Learning for Text Recognition (OCR)
Laiye Technology Team
Laiye Technology Team
Aug 15, 2022 · Artificial Intelligence

Recent Advances in Self‑Supervised Learning for Text Recognition

This article reviews recent self‑supervised learning approaches for optical character recognition, covering mainstream OCR model architectures, key factors for applying contrastive and masked image modeling methods to text images, and detailed analyses of representative works such as SeqCLR, SimAN, and DiG, including their designs and experimental results.

Computer VisionOCRcontrastive learning
0 likes · 19 min read
Recent Advances in Self‑Supervised Learning for Text Recognition