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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 2: AAAI-22 Technical Tracks 2

SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers

February 1, 2023

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Authors

Lin Liu

University of Science and Technology of China


Shanxin Yuan

Huawei Noah's Ark Lab


Jianzhuang Liu

Huawei Noah's Ark Lab


Xin Guo

University of Science and Technology of China


Youliang Yan

Huawei Noah's Ark Lab


Qi Tian

Huawei Cloud BU


DOI:

10.1609/aaai.v36i2.20067


Abstract:

We propose a novel zero-shot multi-frame image restoration method for removing unwanted obstruction elements (such as rains, snow, and moire patterns) that vary in successive frames. It has three stages: transformer pre-training, zero-shot restoration, and hard patch refinement. Using the pre-trained transformers, our model is able to tell the motion difference between the true image information and the obstructing elements. For zero-shot image restoration, we design a novel model, termed SiamTrans, which is constructed by Siamese transformers, encoders, and decoders. Each transformer has a temporal attention layer and several self-attention layers, to capture both temporal and spatial information of multiple frames. Only self-supervisedly pre-trained on the denoising task, SiamTrans is tested on three different low-level vision tasks (deraining, demoireing, and desnowing). Compared with related methods, SiamTrans achieves the best performances, even outperforming those with supervised learning.

Topics: AAAI

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HOW TO CITE:

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers Proceedings of the AAAI Conference on Artificial Intelligence (2022) 1747-1755.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers AAAI 2022, 1747-1755.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian (2022). SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers. Proceedings of the AAAI Conference on Artificial Intelligence, 1747-1755.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian. SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.1747-1755.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian. 2022. SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers. "Proceedings of the AAAI Conference on Artificial Intelligence". 1747-1755.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian. (2022) "SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers", Proceedings of the AAAI Conference on Artificial Intelligence, p.1747-1755

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian, "SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers", AAAI, p.1747-1755, 2022.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian. "SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.1747-1755.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian. "SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 1747-1755.

Lin Liu||Shanxin Yuan||Jianzhuang Liu||Xin Guo||Youliang Yan||Qi Tian. SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-trained Siamese Transformers. AAAI[Internet]. 2022[cited 2023]; 1747-1755.


ISSN: 2374-3468


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