← Search

Pin-Hung Kuo

2 accepted papers

2025

Efficient Concertormer for Image Deblurring and Beyond

ICCV 2025poster

The Transformer architecture has excelled in NLP and vision tasks, but its self-attention complexity grows quadratically with image size, making high-resolution tasks computationally expensive. We introduce Concertormer, featuring Concerto Self-Attention (CSA) for image deblurring. CSA splits self-a…

2022

Learning Discriminative Shrinkage Deep Networks for Image Deconvolution

ECCV 2022poster

"Most existing methods usually formulate the non-blind deconvolution problem into a maximum-a-posteriori framework and address it by manually designing a variety of regularization terms and data terms of the latent clear images. However, explicitly designing these two terms is quite challenging and…