Recovering degraded low-resolution text images is challenging especially for Chinese text
images with complex strokes and severe degradation in real-world scenarios. Ensuring both …

Severe blurring of scene text images, resulting in the loss of critical strokes and textual
information, has a profound impact on text readability and recognizability. Therefore, scene …

Visual text, a pivotal element in both document and scene images, speaks volumes and
attracts significant attention in the computer vision domain. Beyond visual text detection and …

Scene text recognition (STR) from high-resolution (HR) images has been significantly
successful, however text reading on low-resolution (LR) images is still challenging due to …

Scene text image super-resolution aims to provide high-resolution and readable text images
to support scene text recognition. Although existing methods based on deep learning have …

The proposed IDM, which is based on Stable Diffusion [9](SD), aims to model the distribution
of text images X with given low-quality text images XLR as well as text prior. The IDM only …