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Hsien-Kai Kuo

3 accepted papers

2025

EAMamba: Efficient All-Around Vision State Space Model for Image Restoration

ICCV 2025poster

Image restoration is a key task in low-level computer vision that aims to reconstruct high-quality images from degraded inputs. The emergence of Vision Mamba, which draws inspiration from the advanced state space model Mamba, marks a significant advancement in this field. Vision Mamba demonstrates e…

2023

Cascaded Local Implicit Transformer for Arbitrary-Scale Super-Resolution

CVPR 2023poster

Implicit neural representation demonstrates promising ability in representing images with arbitrary resolutions recently. In this paper, we present Local Implicit Transformer (LIT) that integrates attention mechanism and frequency encoding technique into local implicit image function. We design a cr…

2020

Unified Dynamic Convolutional Network for Super-Resolution With Variational Degradations

CVPR 2020poster

Deep Convolutional Neural Networks (CNNs) have achieved remarkable results on Single Image Super-Resolution (SISR). Despite considering only a single degradation, recent studies also include multiple degrading effects to better reflect real-world cases. However, most of the works assume a fixed comb…

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