3 papers
cs.CV2023
CCDWT-GAN: Generative Adversarial Networks Based on Color Channel Using Discrete Wavelet Transform for Document Image Binarization
Rui-Yang Ju, Yu-Shian Lin, Jen-Shiun Chiang +3
To efficiently extract textual information from color degraded document images is a significant research area. The prolonged imperfect preservation of ancient documents has led to…
cs.CV2023
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy
Rui-Yang Ju, Chih-Chia Chen, Jen-Shiun Chiang +3
The Transformer-based method has demonstrated remarkable performance for image super-resolution in comparison to the method based on the convolutional neural networks (CNNs). Howev…
cs.CV2022
Aggregated Pyramid Vision Transformer: Split-transform-merge Strategy for Image Recognition without Convolutions
Rui-Yang Ju, Ting-Yu Lin, Jen-Shiun Chiang +3
With the achievements of Transformer in the field of natural language processing, the encoder-decoder and the attention mechanism in Transformer have been applied to computer visio…