Bohan Zhuang

Sort by:

Visual Tracking via Discriminative Sparse Similarity Map

Bohan Zhuang, Huchuan Lu, Ziyang Xiao, Dong Wang
IEEE Transactions on Image Processing
2014

In this paper, we cast the tracking problem as finding the candidate that scores highest in the evaluation model based upon a matrix called discriminative sparse similarity map (DSS map). This map… (More)

Sequential Person Recognition in Photo Albums with a Recurrent Network

Yao Li, Guosheng Lin, Bohan Zhuang, Lingqiao Liu, Chunhua Shen, Anton van den Hengel
2017 IEEE Conference on Computer Vision and…
2017

Recognizing the identities of people in everyday photos is still a very challenging problem for machine vision, due to issues such as non-frontal faces, changes in clothing, location, lighting.… (More)

Fast Training of Triplet-Based Deep Binary Embedding Networks

Bohan Zhuang, Guosheng Lin, Chunhua Shen, Ian D. Reid
2016 IEEE Conference on Computer Vision and…
2016

In this paper, we aim to learn a mapping (or embedding) from images to a compact binary space in which Hamming distances correspond to a ranking measure for the image retrieval task. We make use of a… (More)

Attend in Groups: A Weakly-Supervised Deep Learning Framework for Learning from Web Data

Bohan Zhuang, Lingqiao Liu, Yao Li, Chunhua Shen, Ian D. Reid
2017 IEEE Conference on Computer Vision and…
2017

Large-scale datasets have driven the rapid development of deep neural networks for visual recognition. However, annotating a massive dataset is expensive and time-consuming. Web images and their… (More)

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

Bohan Zhuang, Qi Wu, Chunhua Shen, Ian D. Reid, Anton van den Hengel
CVPR
2018

Recognising objects according to a pre-defined fixed set of class labels has been well studied in the Computer Vision. There are a great many practical applications where the subjects that may be of… (More)

HCVRD: A Benchmark for Large-Scale Human-Centered Visual Relationship Detection

Bohan Zhuang, Qi Wu, Chunhua Shen, Ian D. Reid, Anton van den Hengel
AAAI
2018

Visual relationship detection aims to capture interactions between pairs of objects in images. Relationships between objects and humans represent a particularly important subset of this problem, with… (More)

Training Compact Neural Networks with Binary Weights and Low Precision Activations

In this paper, we propose to train a network with binary weights and low-bitwidth activations, designed especially for mobile devices with limited power consumption. Most previous works on quantizing… (More)

Visual Tracking via Shallow and Deep Collaborative Model

Bohan Zhuang, Lijun Wang, Huchuan Lu
Neurocomputing
2016

In this paper, we propose a robust tracking method based on the collaboration of a generative model and a discriminative classifier, where features are learned by shallow and deep architectures,… (More)

Towards Context-Aware Interaction Recognition for Visual Relationship Detection

Bohan Zhuang, Lingqiao Liu, Chunhua Shen, Ian D. Reid
2017 IEEE International Conference on Computer…
2017

Recognizing how objects interact with each other is a crucial task in visual recognition. If we define the context of the interaction to be the objects involved, then most current methods can be… (More)

Towards Effective Low-Bitwidth Convolutional Neural Networks

Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian D. Reid
CVPR
2018

This paper tackles the problem of training a deep convolutional neural network with both low-precision weights and low-bitwidth activations. Optimizing a low-precision network is very challenging… (More)

Filter Results:

Publication Year

Publication Type

Co-author

Journals and Conferences