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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Facial Attribute Capsules for Noise Face Super Resolution

February 1, 2023

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Authors

Jingwei Xin

Xidian University


Nannan Wang

Xidian University


Xinrui Jiang

Xidian University


Jie Li

Xidian University


Xinbo Gao

Xidian University


Zhifeng Li

Tencent AI Lab


DOI:

10.1609/aaai.v34i07.6935


Abstract:

Existing face super-resolution (SR) methods mainly assume the input image to be noise-free. Their performance degrades drastically when applied to real-world scenarios where the input image is always contaminated by noise. In this paper, we propose a Facial Attribute Capsules Network (FACN) to deal with the problem of high-scale super-resolution of noisy face image. Capsule is a group of neurons whose activity vector models different properties of the same entity. Inspired by the concept of capsule, we propose an integrated representation model of facial information, which named Facial Attribute Capsule (FAC). In the SR processing, we first generated a group of FACs from the input LR face, and then reconstructed the HR face from this group of FACs. Aiming to effectively improve the robustness of FAC to noise, we generate FAC in semantic, probabilistic and facial attributes manners by means of integrated learning strategy. Each FAC can be divided into two sub-capsules: Semantic Capsule (SC) and Probabilistic Capsule (PC). Them describe an explicit facial attribute in detail from two aspects of semantic representation and probability distribution. The group of FACs model an image as a combination of facial attribute information in the semantic space and probabilistic space by an attribute-disentangling way. The diverse FACs could better combine the face prior information to generate the face images with fine-grained semantic attributes. Extensive benchmark experiments show that our method achieves superior hallucination results and outperforms state-of-the-art for very low resolution (LR) noise face image super resolution.

Topics: AAAI

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HOW TO CITE:

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li Facial Attribute Capsules for Noise Face Super Resolution Proceedings of the AAAI Conference on Artificial Intelligence (2020) 12476-12483.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li Facial Attribute Capsules for Noise Face Super Resolution AAAI 2020, 12476-12483.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li (2020). Facial Attribute Capsules for Noise Face Super Resolution. Proceedings of the AAAI Conference on Artificial Intelligence, 12476-12483.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li. Facial Attribute Capsules for Noise Face Super Resolution. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.12476-12483.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li. 2020. Facial Attribute Capsules for Noise Face Super Resolution. "Proceedings of the AAAI Conference on Artificial Intelligence". 12476-12483.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li. (2020) "Facial Attribute Capsules for Noise Face Super Resolution", Proceedings of the AAAI Conference on Artificial Intelligence, p.12476-12483

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li, "Facial Attribute Capsules for Noise Face Super Resolution", AAAI, p.12476-12483, 2020.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li. "Facial Attribute Capsules for Noise Face Super Resolution". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.12476-12483.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li. "Facial Attribute Capsules for Noise Face Super Resolution". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 12476-12483.

Jingwei Xin||Nannan Wang||Xinrui Jiang||Jie Li||Xinbo Gao||Zhifeng Li. Facial Attribute Capsules for Noise Face Super Resolution. AAAI[Internet]. 2020[cited 2023]; 12476-12483.


ISSN: 2374-3468


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