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

Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition

February 1, 2023

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Authors

Shiming Ge

Chinese Academy of Sciences


Kangkai Zhang

Chinese Academy of Sciences


Haolin Liu

Chinese Academy of Sciences


Yingying Hua

Chinese Academy of Sciences


Shengwei Zhao

Chinese Academy of Sciences


Xin Jin

Beijing Electronic Science and Technology Institute


Hao Wen

CloudWalk Technology Co., Ltd


DOI:

10.1609/aaai.v34i07.6715


Abstract:

In spite of great success in many image recognition tasks achieved by recent deep models, directly applying them to recognize low-resolution images may suffer from low accuracy due to the missing of informative details during resolution degradation. However, these images are still recognizable for subjects who are familiar with the corresponding high-resolution ones. Inspired by that, we propose a teacher-student learning approach to facilitate low-resolution image recognition via hybrid order relational knowledge distillation. The approach refers to three streams: the teacher stream is pretrained to recognize high-resolution images in high accuracy, the student stream is learned to identify low-resolution images by mimicking the teacher's behaviors, and the extra assistant stream is introduced as bridge to help knowledge transfer across the teacher to the student. To extract sufficient knowledge for reducing the loss in accuracy, the learning of student is supervised with multiple losses, which preserves the similarities in various order relational structures. In this way, the capability of recovering missing details of familiar low-resolution images can be effectively enhanced, leading to a better knowledge transfer. Extensive experiments on metric learning, low-resolution image classification and low-resolution face recognition tasks show the effectiveness of our approach, while taking reduced models.

Topics: AAAI

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HOW TO CITE:

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition Proceedings of the AAAI Conference on Artificial Intelligence (2020) 10845-10852.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition AAAI 2020, 10845-10852.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen (2020). Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition. Proceedings of the AAAI Conference on Artificial Intelligence, 10845-10852.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen. Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.10845-10852.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen. 2020. Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition. "Proceedings of the AAAI Conference on Artificial Intelligence". 10845-10852.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen. (2020) "Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition", Proceedings of the AAAI Conference on Artificial Intelligence, p.10845-10852

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen, "Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition", AAAI, p.10845-10852, 2020.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen. "Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.10845-10852.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen. "Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 10845-10852.

Shiming Ge||Kangkai Zhang||Haolin Liu||Yingying Hua||Shengwei Zhao||Xin Jin||Hao Wen. Look One and More: Distilling Hybrid Order Relational Knowledge for Cross-Resolution Image Recognition. AAAI[Internet]. 2020[cited 2023]; 10845-10852.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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