(* equal contribution)

Efficient deep learning computing for edge devices

• Structured Binary Neural Networks for Image Recognition

Bohan Zhuang, Chunhua Shen, Mingkui Tan, Peng Chen, Lingqiao Liu, Ian Reid

[Paper] IJCV 2022

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

Bohan Zhuang*, Mingkui Tan*, Jing Liu*, Ian Reid, Chunhua Shen#

[Paper][Code] TPAMI 2021

• Discrimination-aware Network Pruning for Deep Model Compression

Jing Liu*, Bohan Zhuang*, Zhuangwei Zhuang*, Yong Guo, Junzhou Huang, Jinhui Zhu, Mingkui Tan#

[Paper][Code] TPAMI 2021

• FATNN: Fast and Accurate Ternary Neural Networks

Peng Chen*, Bohan Zhuang*, Chunhua Shen

[Paper] ICCV 2021

• SA-BNN: State-Aware Binary Neural Network

Chunlei Liu*, Peng Chen*, Bohan Zhuang*, Chunhua Shen, Baochang Zhang, Wenrui Ding

[Paper] AAAI 2021

• Generative Low-bitwidth Data Free Quantization

Shoukai Xu*, Haokun Li*, Bohan Zhuang*, Jing Liu, Jiezhang Cao, Chuangrun Liang, Mingkui Tan

[Paper][Code] ECCV 2020

• Training Quantized Neural Networks with a Full-precision Auxiliary Module

Bohan Zhuang, Lingqiao Liu, Mingkui Tan, Chunhua Shen, Ian Reid

[Paper] CVPR 2020 (oral)

• Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation

Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid

[Paper] CVPR 2019

• Discrimination-aware Channel Pruning for Deep Neural Networks

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

[Paper] NeurIPS 2018

• Towards Effective Low-bitwidth Convolutional Neural Networks

Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid

[Paper] CVPR 2018

• Fast Training of Triplet-based Deep Binary Embedding Networks

Bohan Zhuang, Guosheng Lin, Chunhua Shen, Ian Reid

[Paper] CVPR 2016

Applications

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

Bohan Zhuang, Qi Wu, Chunhua Shen, Ian Reid, Anton ven dan Hengel

[Paper] CVPR 2018

• HCVRD: a benchmark for large-scale Human-Centered Visual Relationship Detection

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

[Paper] AAAI 2018 (oral)

• Towards Context-aware Interaction Recognition for Visual Relationship Detection

Bohan Zhuang, Lingqiao Liu, Chunhua Shen, Ian Reid

[Paper] ICCV 2017

• Attend in Groups: a Weakly-supervised Deep Learning Framework for Learning from Web Data

Bohan Zhuang, Lingqiao Liu, Yao Li, Chunhua Shen, Ian Reid

[Paper] CVPR 2017

• Visual Tracking via Shallow and Deep Collaborative Model

Bohan Zhuang, Lijun Wang, Huchuan Lu

[Paper] Undergraduate thesis & Neurocomputing 2016

• Visual Tracking via Discriminative Sparse Similarity Map

Bohan Zhuang, Huchuan Lu, Ziyang Xiao, Dong Wang

[Paper] TIP 2014