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A Practical Guide to Graph Neural Networks

Oct 11, 2020
Isaac Ronald Ward, Jack Joyner, Casey Lickfold, Stash Rowe, Yulan Guo, Mohammed Bennamoun

* 28 pages, 15 figures, currently under review at ACM CSUR 

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Trainable Structure Tensors for Autonomous Baggage Threat Detection Under Extreme Occlusion

Oct 05, 2020
Taimur Hassan, Samet Akcay, Mohammed Bennamoun, Salman Khan, Naoufel Werghi

* ACCV-2020 Camera Ready, Source Code: https://github.com/taimurhassan/TST 

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Hands-on Bayesian Neural Networks -- a Tutorial for Deep Learning Users

Jul 14, 2020
Laurent Valentin Jospin, Wray Buntine, Farid Boussaid, Hamid Laga, Mohammed Bennamoun

* 35 pages, 15 figures 

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Multi-Kernel Fusion for RBF Neural Networks

Jul 06, 2020
Syed Muhammad Atif, Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun


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Orthogonal Deep Models As Defense Against Black-Box Attacks

Jun 26, 2020
Mohammad A. A. K. Jalwana, Naveed Akhtar, Mohammed Bennamoun, Ajmal Mian

* Accepted in IEEE Access 

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GANgster: A Fraud Review Detector based on Regulated GAN with Data Augmentation

Jun 11, 2020
Saeedreza Shehnepoor, Roberto Togneri, Wei Liu, Mohammed Bennamoun


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DFraud3- Multi-Component Fraud Detection freeof Cold-start

Jun 11, 2020
Saeedreza Shehnepoor, Roberto Togneri, Wei Liu, Mohammed Bennamoun


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A Survey on Deep Learning Techniques for Stereo-based Depth Estimation

Jun 01, 2020
Hamid Laga, Laurent Valentin Jospin, Farid Boussaid, Mohammed Bennamoun


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Unconstrained Matching of 2D and 3D Descriptors for 6-DOF Pose Estimation

May 29, 2020
Uzair Nadeem, Mohammed Bennamoun, Roberto Togneri, Ferdous Sohel


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Cascaded Structure Tensor Framework for Robust Identification of Heavily Occluded Baggage Items from X-ray Scans

Apr 14, 2020
Taimur Hassan, Samet Akcay, Mohammed Bennamoun, Salman Khan, Naoufel Werghi


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Structure-Feature based Graph Self-adaptive Pooling

Jan 30, 2020
Liang Zhang, Xudong Wang, Hongsheng Li, Guangming Zhu, Peiyi Shen, Ping Li, Xiaoyuan Lu, Syed Afaq Ali Shah, Mohammed Bennamoun

* 7 pages, 4 figures, The Web Conference 2020 

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Efficient Scene Text Detection with Textual Attention Tower

Jan 30, 2020
Liang Zhang, Yufei Liu, Hang Xiao, Lu Yang, Guangming Zhu, Syed Afaq Shah, Mohammed Bennamoun, Peiyi Shen

* Accepted by ICASSP 2020 

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Cascaded Structure Tensor Framework for Robust Identification of Heavily Occluded Baggage Items from Multi-Vendor X-ray Scans

Jan 21, 2020
Taimur Hassan, Salman H. Khan, Samet Akcay, Mohammed Bennamoun, Naoufel Werghi


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Deep Learning for 3D Point Clouds: A Survey

Dec 27, 2019
Yulan Guo, Hanyun Wang, Qingyong Hu, Hao Liu, Li Liu, Mohammed Bennamoun

* https://github.com/QingyongHu/SoTA-Point-Cloud 

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Deep CMST Framework for the Autonomous Recognition of Heavily Occluded and Cluttered Baggage Items from Multivendor Security Radiographs

Dec 09, 2019
Taimur Hassan, Salman H. Khan, Samet Akcay, Mohammed Bennamoun, Naoufel Werghi


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Biometric Recognition Using Deep Learning: A Survey

Nov 30, 2019
Shervin Minaee, Amirali Abdolrashidi, Hang Su, Mohammed Bennamoun, David Zhang

* Under Review 

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RGB-D image-based Object Detection: from Traditional Methods to Deep Learning Techniques

Jul 22, 2019
Isaac Ronald Ward, Hamid Laga, Mohammed Bennamoun

* Chapter in the book 'RGB-D Image Analysis and Processing' (Paul Rosin) 

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Hierarchical Classification of Kelps utilizing Deep Residual Features

Jun 26, 2019
Ammar Mahmood, Ana Giraldo Ospina, Mohammed Bennamoun, Senjian An, Ferdous Sohel, Farid Boussaid, Renae Hovey, Robert B. Fisher, Gary Kendrick

* Under review 

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Image-based 3D Object Reconstruction: State-of-the-Art and Trends in the Deep Learning Era

Jun 18, 2019
Xian-Feng Han, Hamid Laga, Mohammed Bennamoun


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Direct Image to Point Cloud Descriptors Matching for 6-DOF Camera Localization in Dense 3D Point Cloud

Jun 14, 2019
Uzair Nadeem, Mohammad A. A. K. Jalwana, Mohammed Bennamoun, Roberto Togneri, Ferdous Sohel


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Label Universal Targeted Attack

Jun 01, 2019
Naveed Akhtar, Mohammad A. A. K. Jalwana, Mohammed Bennamoun, Ajmal Mian


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A Novel Adaptive Kernel for the RBF Neural Networks

May 09, 2019
Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun

* Circuits, Systems, and Signal Processing, vol. 36, no. 4, pp. 1639-1653, 2017 

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Improving Image-Based Localization with Deep Learning: The Impact of the Loss Function

Apr 28, 2019
Isaac Ronald Ward, M. A. Asim K. Jalwana, Mohammed Bennamoun


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Optical Flow Techniques for Facial Expression Analysis: Performance Evaluation and Improvements

Apr 25, 2019
Benjamin Allaert, Isaac Ronald Ward, Ioan Marius Bilasco, Chaabane Djeraba, Mohammed Bennamoun


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Imaging and Classification Techniques for Seagrass Mapping and Monitoring: A Comprehensive Survey

Mar 01, 2019
Md Moniruzzaman, S. M. Shamsul Islam, Paul Lavery, Mohammed Bennamoun, C. Peng Lam

* 36 pages, 14 figures, 8tables 

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RAFP-Pred: Robust Prediction of Antifreeze Proteins using Localized Analysis of n-Peptide Compositions

Sep 25, 2018
Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun

* "RAFP-Pred: Robust Prediction of Antifreeze Proteins Using Localized Analysis of n-Peptide Compositions," in IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 15, no. 1, pp. 244-250, 1 Jan.-Feb. 2018 
* 7 pages, 2 figures 

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Learning Distributions of Meant Color

May 03, 2018
Lyndon White, Roberto Togneri, Wei Liu, Mohammed Bennamoun

* Implementation available at https://github.com/oxinabox/ColoringNames.jl/ 

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Image Set Classification for Low Resolution Surveillance

Mar 26, 2018
Uzair Nadeem, Syed Afaq Ali Shah, Mohammed Bennamoun, Roberto Togneri, Ferdous Sohel


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