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

Global Context-Aware Progressive Aggregation Network for Salient Object Detection

February 1, 2023

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Authors

Zuyao Chen

University of Chinese Academy of Sciences


Qianqian Xu

Chinese Academy of Sciences


Runmin Cong

Beijing Jiaotong University


Qingming Huang

University of Chinese Academy of Sciences


DOI:

10.1609/aaai.v34i07.6633


Abstract:

Deep convolutional neural networks have achieved competitive performance in salient object detection, in which how to learn effective and comprehensive features plays a critical role. Most of the previous works mainly adopted multiple-level feature integration yet ignored the gap between different features. Besides, there also exists a dilution process of high-level features as they passed on the top-down pathway. To remedy these issues, we propose a novel network named GCPANet to effectively integrate low-level appearance features, high-level semantic features, and global context features through some progressive context-aware Feature Interweaved Aggregation (FIA) modules and generate the saliency map in a supervised way. Moreover, a Head Attention (HA) module is used to reduce information redundancy and enhance the top layers features by leveraging the spatial and channel-wise attention, and the Self Refinement (SR) module is utilized to further refine and heighten the input features. Furthermore, we design the Global Context Flow (GCF) module to generate the global context information at different stages, which aims to learn the relationship among different salient regions and alleviate the dilution effect of high-level features. Experimental results on six benchmark datasets demonstrate that the proposed approach outperforms the state-of-the-art methods both quantitatively and qualitatively.

Topics: AAAI

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HOW TO CITE:

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang Global Context-Aware Progressive Aggregation Network for Salient Object Detection Proceedings of the AAAI Conference on Artificial Intelligence (2020) 10599-10606.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang Global Context-Aware Progressive Aggregation Network for Salient Object Detection AAAI 2020, 10599-10606.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang (2020). Global Context-Aware Progressive Aggregation Network for Salient Object Detection. Proceedings of the AAAI Conference on Artificial Intelligence, 10599-10606.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang. Global Context-Aware Progressive Aggregation Network for Salient Object Detection. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.10599-10606.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang. 2020. Global Context-Aware Progressive Aggregation Network for Salient Object Detection. "Proceedings of the AAAI Conference on Artificial Intelligence". 10599-10606.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang. (2020) "Global Context-Aware Progressive Aggregation Network for Salient Object Detection", Proceedings of the AAAI Conference on Artificial Intelligence, p.10599-10606

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang, "Global Context-Aware Progressive Aggregation Network for Salient Object Detection", AAAI, p.10599-10606, 2020.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang. "Global Context-Aware Progressive Aggregation Network for Salient Object Detection". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.10599-10606.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang. "Global Context-Aware Progressive Aggregation Network for Salient Object Detection". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 10599-10606.

Zuyao Chen||Qianqian Xu||Runmin Cong||Qingming Huang. Global Context-Aware Progressive Aggregation Network for Salient Object Detection. AAAI[Internet]. 2020[cited 2023]; 10599-10606.


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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