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Less is More: Pay Less Attention in Vision Transformers


Jun 07, 2021
Zizheng Pan, Bohan Zhuang, Haoyu He, Jing Liu, Jianfei Cai

* 12 pages, 3 figures 

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End-to-end One-shot Human Parsing


May 04, 2021
Haoyu He, Jing Zhang, Bohan Zhuang, Jianfei Cai, Dacheng Tao

* 15 pages, 7 figures 

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Scalable Visual Transformers with Hierarchical Pooling


Mar 19, 2021
Zizheng Pan, Bohan Zhuang, Jing Liu, Haoyu He, Jianfei Cai

* 10 pages 

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LBS: Loss-aware Bit Sharing for Automatic Model Compression


Feb 15, 2021
Jing Liu, Bohan Zhuang, Peng Chen, Yong Guo, Chunhua Shen, Jianfei Cai, Mingkui Tan

* 22 pages 

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ABS: Automatic Bit Sharing for Model Compression


Jan 13, 2021
Jing Liu, Bohan Zhuang, Peng Chen, Yong Guo, Chunhua Shen, Jianfei Cai, Mingkui Tan

* 17 pages 

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Fully Quantized Image Super-Resolution Networks


Nov 29, 2020
Hu Wang, Peng Chen, Bohan Zhuang, Chunhua Shen


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FATNN: Fast and Accurate Ternary Neural Networks


Aug 12, 2020
Peng Chen, Bohan Zhuang, Chunhua Shen

* 15 pages 

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AQD: Towards Accurate Quantized Object Detection


Aug 03, 2020
Jing Liu, Bohan Zhuang, Peng Chen, Mingkui Tan, Chunhua Shen

* Code is available at https://github.com/blueardour/model-quantization 

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Role-Wise Data Augmentation for Knowledge Distillation


Apr 19, 2020
Jie Fu, Xue Geng, Zhijian Duan, Bohan Zhuang, Xingdi Yuan, Adam Trischler, Jie Lin, Chris Pal, Hao Dong


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Generative Low-bitwidth Data Free Quantization


Mar 07, 2020
Shoukai Xu, Haokun Li, Bohan Zhuang, Jing Liu, Jiezhang Cao, Chuangrun Liang, Mingkui Tan


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Switchable Precision Neural Networks


Feb 07, 2020
Luis Guerra, Bohan Zhuang, Ian Reid, Tom Drummond


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Automatic Pruning for Quantized Neural Networks


Feb 03, 2020
Luis Guerra, Bohan Zhuang, Ian Reid, Tom Drummond


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Discrimination-aware Network Pruning for Deep Model Compression


Jan 04, 2020
Jing Liu, Bohan Zhuang, Zhuangwei Zhuang, Yong Guo, Junzhou Huang, Jinhui Zhu, Mingkui Tan

* 14 pages. Extended version of the NeurIPS paper arXiv:1810.11809 

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Structured Binary Neural Networks for Image Recognition


Sep 22, 2019
Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid

* 15 pages. Extended version of the conference version arXiv:1811.10413 

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RBCN: Rectified Binary Convolutional Networks for Enhancing the Performance of 1-bit DCNNs


Sep 06, 2019
Chunlei Liu, Wenrui Ding, Xin Xia, Yuan Hu, Baochang Zhang, Jianzhuang Liu, Bohan Zhuang, Guodong Guo

* Published in IJCAI2019 

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Training Compact Neural Networks via Auxiliary Overparameterization


Sep 05, 2019
Yifan Liu, Bohan Zhuang, Chunhua Shen, Hao Chen, Wei Yin

* 17 pages, 9 figures 

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Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations


Aug 10, 2019
Bohan Zhuang, Jing Liu, Mingkui Tan, Lingqiao Liu, Ian Reid, Chunhua Shen

* 12 pages. Extended version of B. Zhuang, C. Shen, M. Tan, L. Liu, and I. Reid, 'Towards effective low-bitwidth convolutional neural networks,' in Proc. IEEE Conf. Comp. Vis. Patt. Recogn., 2018. arXiv admin note: text overlap with arXiv:1711.00205 

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Training Quantized Network with Auxiliary Gradient Module


Mar 27, 2019
Bohan Zhuang, Lingqiao Liu, Mingkui Tan, Chunhua Shen, Ian Reid


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Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation


Nov 27, 2018
Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid

* arXiv admin note: text overlap with arXiv:1808.02631 

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Discrimination-aware Channel Pruning for Deep Neural Networks


Oct 30, 2018
Zhuangwei Zhuang, Mingkui Tan, Bohan Zhuang, Jing Liu, Yong Guo, Qingyao Wu, Junzhou Huang, Jinhui Zhu

* NIPS 2018 

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Training Compact Neural Networks with Binary Weights and Low Precision Activations


Aug 08, 2018
Bohan Zhuang, Chunhua Shen, Ian Reid


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Parallel Attention: A Unified Framework for Visual Object Discovery through Dialogs and Queries


Nov 17, 2017
Bohan Zhuang, Qi Wu, Chunhua Shen, Ian Reid, Anton van den Hengel

* 11 pages 

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Towards Effective Low-bitwidth Convolutional Neural Networks


Nov 17, 2017
Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid

* 11 pages 

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TasselNet: Counting maize tassels in the wild via local counts regression network


Jul 07, 2017
Hao Lu, Zhiguo Cao, Yang Xiao, Bohan Zhuang, Chunhua Shen

* 14 pages 

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Care about you: towards large-scale human-centric visual relationship detection


May 28, 2017
Bohan Zhuang, Qi Wu, Chunhua Shen, Ian Reid, Anton van den Hengel


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Towards Context-aware Interaction Recognition


Apr 30, 2017
Bohan Zhuang, Lingqiao Liu, Chunhua Shen, Ian Reid

* Fixed typos 

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Sequential Person Recognition in Photo Albums with a Recurrent Network


Nov 30, 2016
Yao Li, Guosheng Lin, Bohan Zhuang, Lingqiao Liu, Chunhua Shen, Anton van den Hengel


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