Search Results for author: Chung-Chi Tsai

Found 10 papers, 5 papers with code

Image Deraining via Self-supervised Reinforcement Learning

no code implementations27 Mar 2024 He-Hao Liao, Yan-Tsung Peng, Wen-Tao Chu, Ping-Chun Hsieh, Chung-Chi Tsai

The work aims to recover rain images by removing rain streaks via Self-supervised Reinforcement Learning (RL) for image deraining (SRL-Derain).

Denoising Dictionary Learning +3

ViStripformer: A Token-Efficient Transformer for Versatile Video Restoration

1 code implementation22 Dec 2023 Fu-Jen Tsai, Yan-Tsung Peng, Chen-Yu Chang, Chan-Yu Li, Yen-Yu Lin, Chung-Chi Tsai, Chia-Wen Lin

Besides, ViStripformer is an effective and efficient transformer architecture with much lower memory usage than the vanilla transformer.

Deblurring Rain Removal +1

ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation

no code implementations18 Dec 2023 Jia-Hao Wu, Fu-Jen Tsai, Yan-Tsung Peng, Chung-Chi Tsai, Chia-Wen Lin, Yen-Yu Lin

We parameterize the blur patterns of a blurred image with their orientations and magnitudes as a pixel-wise blur condition map to simulate motion trajectories and implicitly represent them in a continuous space.

Data Augmentation Deblurring +1

Meta Transferring for Deblurring

1 code implementation14 Oct 2022 Po-Sheng Liu, Fu-Jen Tsai, Yan-Tsung Peng, Chung-Chi Tsai, Chia-Wen Lin, Yen-Yu Lin

Most previous deblurring methods were built with a generic model trained on blurred images and their sharp counterparts.

Deblurring Meta-Learning +1

Stripformer: Strip Transformer for Fast Image Deblurring

1 code implementation10 Apr 2022 Fu-Jen Tsai, Yan-Tsung Peng, Yen-Yu Lin, Chung-Chi Tsai, Chia-Wen Lin

Images taken in dynamic scenes may contain unwanted motion blur, which significantly degrades visual quality.

Deblurring Image Deblurring

BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring

1 code implementation19 Jan 2021 Fu-Jen Tsai, Yan-Tsung Peng, Yen-Yu Lin, Chung-Chi Tsai, Chia-Wen Lin

Image motion blur results from a combination of object motions and camera shakes, and such blurring effect is generally directional and non-uniform.

Deblurring Image Deblurring +1

DotSCN: Group Re-identification via Domain-Transferred Single and Couple Representation Learning

no code implementations13 May 2019 Ziling Huang, Zheng Wang, Chung-Chi Tsai, Shin'ichi Satoh, Chia-Wen Lin

To gain the superiority of deep learning models, we treat a group as multiple persons and transfer the domain of a labeled ReID dataset to a G-ReID target dataset style to learn single representations.

Person Re-Identification Representation Learning

Unsupervised CNN-based Co-Saliency Detection with Graphical Optimization

no code implementations ECCV 2018 Kuang-Jui Hsu, Chung-Chi Tsai, Yen-Yu Lin, Xiaoning Qian, Yung-Yu Chuang

In this paper, we address co-saliency detection in a set of images jointly covering objects of a specific class by an unsupervised convolutional neural network (CNN).

Co-Salient Object Detection

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