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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

Composite Binary Decomposition Networks

February 1, 2023

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Authors

You Qiaoben

Tsinghua University


Zheng Wang

Fudan University


Jianguo Li

Intel Labs


Yinpeng Dong

Tsinghua University


Yu-Gang Jiang

Fudan University


Jun Zhu

Tsinghua University


DOI:

10.1609/aaai.v33i01.33014747


Abstract:

Binary neural networks have great resource and computing efficiency, while suffer from long training procedure and non-negligible accuracy drops, when comparing to the fullprecision counterparts. In this paper, we propose the composite binary decomposition networks (CBDNet), which first compose real-valued tensor of each layer with a limited number of binary tensors, and then decompose some conditioned binary tensors into two low-rank binary tensors, so that the number of parameters and operations are greatly reduced comparing to the original ones. Experiments demonstrate the effectiveness of the proposed method, as CBDNet can approximate image classification network ResNet-18 using 5.25 bits, VGG-16 using 5.47 bits, DenseNet-121 using 5.72 bits, object detection networks SSD300 using 4.38 bits, and semantic segmentation networks SegNet using 5.18 bits, all with minor accuracy drops.1

Topics: AAAI

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HOW TO CITE:

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu Composite Binary Decomposition Networks Proceedings of the AAAI Conference on Artificial Intelligence (2019) 4747-4754.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu Composite Binary Decomposition Networks AAAI 2019, 4747-4754.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu (2019). Composite Binary Decomposition Networks. Proceedings of the AAAI Conference on Artificial Intelligence, 4747-4754.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu. Composite Binary Decomposition Networks. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.4747-4754.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu. 2019. Composite Binary Decomposition Networks. "Proceedings of the AAAI Conference on Artificial Intelligence". 4747-4754.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu. (2019) "Composite Binary Decomposition Networks", Proceedings of the AAAI Conference on Artificial Intelligence, p.4747-4754

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu, "Composite Binary Decomposition Networks", AAAI, p.4747-4754, 2019.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu. "Composite Binary Decomposition Networks". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.4747-4754.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu. "Composite Binary Decomposition Networks". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 4747-4754.

You Qiaoben||Zheng Wang||Jianguo Li||Yinpeng Dong||Yu-Gang Jiang||Jun Zhu. Composite Binary Decomposition Networks. AAAI[Internet]. 2019[cited 2023]; 4747-4754.


ISSN: 2374-3468


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