Ferdous Sohel

Orcid: 0000-0003-1557-4907

Affiliations:
  • Murdoch University, WA, Australia
  • University of Western Australia, WA, Australia (2008 - 2015)
  • Monash University, Churchill, VIC, Australia (PhD 2009)


According to our database1, Ferdous Sohel authored at least 185 papers between 2005 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Deep Learning-based Depth Estimation Methods from Monocular Image and Videos: A Comprehensive Survey.
ACM Comput. Surv., December, 2024

Diffusion Models-Based Purification for Common Corruptions on Robust 3D Object Detection.
Sensors, August, 2024

LoRa-based outdoor localization and tracking using unsupervised symbolization.
Internet Things, April, 2024

A Pixel Distribution Remapping and Multi-Prior Retinex Variational Model for Underwater Image Enhancement.
IEEE Trans. Multim., 2024

DRC: Chromatic aberration intensity priors for underwater image enhancement.
J. Vis. Commun. Image Represent., 2024

Deep learning for 3D object recognition: A survey.
Neurocomputing, 2024

An ensembled method for predicting dissolved oxygen level in aquaculture environment.
Ecol. Informatics, 2024

Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation.
CoRR, 2024

LoRa localisation using single mobile gateway.
Comput. Commun., 2024

Early frost detection in wheat using machine learning from vertical temperature distributions.
Comput. Electron. Agric., 2024

Plant disease recognition in a low data scenario using few-shot learning.
Comput. Electron. Agric., 2024

Multi-task learning model for agricultural pest detection from crop-plant imagery: A Bayesian approach.
Comput. Electron. Agric., 2024

A Riemannian Approach for Spatiotemporal Analysis and Generation of 4D Tree-Shaped Structures.
Proceedings of the Computer Vision - ECCV 2024, 2024

2023
Image patch-based deep learning approach for crop and weed recognition.
Ecol. Informatics, December, 2023

Cross domain 2D-3D descriptor matching for unconstrained 6-DOF pose estimation.
Pattern Recognit., October, 2023

An AUC-maximizing classifier for skewed and partially labeled data with an application in clinical prediction modeling.
Knowl. Based Syst., October, 2023

A Novel AUC Maximization Imbalanced Learning Approach for Predicting Composite Outcomes in COVID-19 Hospitalized Patients.
IEEE J. Biomed. Health Informatics, August, 2023

Machine learning-based LoRa localisation using multiple received signal features.
IET Wirel. Sens. Syst., August, 2023

Anti-aliasing deep image classifiers using novel depth adaptive blurring and activation function.
Neurocomputing, June, 2023

Lambing event detection using deep learning from accelerometer data.
Comput. Electron. Agric., May, 2023

MCE-ST: Classifying crop stress using hyperspectral data with a multiscale conformer encoder and spectral-based tokens.
Int. J. Appl. Earth Obs. Geoinformation, April, 2023

Deep learning-based detection of aphid colonies on plants from a reconstructed <i>Brassica</i> image dataset.
Comput. Electron. Agric., February, 2023

Topology-aware universal adversarial attack on 3D object tracking.
Vis. Intell., 2023

An Intra-BRNN and GB-RVQ Based END-TO-END Neural Audio Codec.
Proceedings of the 24th Annual Conference of the International Speech Communication Association, 2023

2022
Bidirectional Mapping Coupled GAN for Generalized Zero-Shot Learning.
IEEE Trans. Image Process., 2022

SC-CAN: Spectral Convolution and Channel Attention Network for Wheat Stress Classification.
Remote. Sens., 2022

Integrated generalized zero-shot learning for fine-grained classification.
Pattern Recognit., 2022

A reinforcement learning-based approach for imputing missing data.
Neural Comput. Appl., 2022

Erratum to "Progressive conditional GAN-based augmentation for 3D object recognition" [Neurocomputing 460 (2021) 20-30].
Neurocomputing, 2022

Machine learning-based detection of freezing events using infrared thermography.
Comput. Electron. Agric., 2022

Performance of multilabel machine learning models and risk stratification schemas for predicting stroke and bleeding risk in patients with non-valvular atrial fibrillation.
Comput. Biol. Medicine, 2022

Adversary Distillation for One-Shot Attacks on 3D Target Tracking.
Proceedings of the IEEE International Conference on Acoustics, 2022

2021
Adversarial Network With Multiple Classifiers for Open Set Domain Adaptation.
IEEE Trans. Multim., 2021

Anomaly Detection in Operating System Logs with Deep Learning-Based Sentiment Analysis.
IEEE Trans. Dependable Secur. Comput., 2021

Diffusion Geometry Derived Keypoints and Local Descriptors for 3D Deformable Shape Analysis.
J. Circuits Syst. Comput., 2021

Anomaly detection in a forensic timeline with deep autoencoders.
J. Inf. Secur. Appl., 2021

Real time surveillance for low resolution and limited data scenarios: An image set classification approach.
Inf. Sci., 2021

Atrous convolutional feature network for weakly supervised semantic segmentation.
Neurocomputing, 2021

Adversarial point cloud perturbations against 3D object detection in autonomous driving systems.
Neurocomputing, 2021

Progressive conditional GAN-based augmentation for 3D object recognition.
Neurocomputing, 2021

Imputation of missing data with class imbalance using conditional generative adversarial networks.
Neurocomputing, 2021

CurveNet: Curvature-Based Multitask Learning Deep Networks for 3D Object Recognition.
IEEE CAA J. Autom. Sinica, 2021

Weed Recognition using Deep Learning Techniques on Class-imbalanced Imagery.
CoRR, 2021

Energy-cost aware off-grid base stations with IoT devices for developing a green heterogeneous network.
CoRR, 2021

Anti-aliasing Deep Image Classifiers using Novel Depth Adaptive Blurring and Activation Function.
CoRR, 2021

A novel network training approach for open set image recognition.
CoRR, 2021

An Integrated Attribute Guided Dense Attention Model for Fine-Grained Generalized Zero-Shot Learning.
CoRR, 2021

A survey of deep learning techniques for weed detection from images.
Comput. Electron. Agric., 2021

Modelling Mass Crowd Using Discrete Event Simulation: A Case Study of Integrated Tawaf and Sayee Rituals During Hajj.
IEEE Access, 2021

Robust Image Classification Using a Low-Pass Activation Function and DCT Augmentation.
IEEE Access, 2021

Text to Image Synthesis for Improved Image Captioning.
IEEE Access, 2021

PD-Net: Point Dropping Network for Flexible Adversarial Example Generation with $L_{0}$ Regularization.
Proceedings of the International Joint Conference on Neural Networks, 2021

Leveraging Auxiliary Tasks with Affinity Learning for Weakly Supervised Semantic Segmentation.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

2020
Multi-Task Learning for Acoustic Event Detection Using Event and Frame Position Information.
IEEE Trans. Multim., 2020

Learning Latent Global Network for Skeleton-Based Action Prediction.
IEEE Trans. Image Process., 2020

Sound Event Detection Using Multiple Optimized Kernels.
IEEE ACM Trans. Audio Speech Lang. Process., 2020

Automatic Hierarchical Classification of Kelps Using Deep Residual Features.
Sensors, 2020

A High-Performance Spectral-Spatial Residual Network for Hyperspectral Image Classification with Small Training Data.
Remote. Sens., 2020

ResFeats: Residual network based features for underwater image classification.
Image Vis. Comput., 2020

Open Set Domain Adaptation with Multi-Classifier Adversarial Network.
CoRR, 2020

Unconstrained Matching of 2D and 3D Descriptors for 6-DOF Pose Estimation.
CoRR, 2020

A review of the uses of virtual reality in engineering education.
Comput. Appl. Eng. Educ., 2020

Scale-Aware Feature Network for Weakly Supervised Semantic Segmentation.
IEEE Access, 2020

Sentiment Analysis in a Forensic Timeline With Deep Learning.
IEEE Access, 2020

3D Object Classification Using a Volumetric Deep Neural Network: An Efficient Octree Guided Auxiliary Learning Approach.
IEEE Access, 2020

RCNN for Region of Interest Detection in Whole Slide Images.
Proceedings of the Neural Information Processing - 27th International Conference, 2020

Automatic Event Log Abstraction to Support Forensic Investigation.
Proceedings of the Australasian Computer Science Week, 2020

2019
Auxiliary Classifier Generative Adversarial Network With Soft Labels in Imbalanced Acoustic Event Detection.
IEEE Trans. Multim., 2019

Review of Modelling and Simulating Crowds at Mass Gathering Events: Hajj as a Case Study.
J. Artif. Soc. Soc. Simul., 2019

NormalNet: A voxel-based CNN for 3D object classification and retrieval.
Neurocomputing, 2019

A survey on forensic investigation of operating system logs.
Digit. Investig., 2019

A Comprehensive Survey of Deep Learning for Image Captioning.
ACM Comput. Surv., 2019

A Survey: Neural Network-Based Deep Learning for Acoustic Event Detection.
Circuits Syst. Signal Process., 2019

Robust Pose Invariant Shape and Texture based Hand Recognition.
CoRR, 2019

Hierarchical Classification of Kelps utilizing Deep Residual Features.
CoRR, 2019

Direct Image to Point Cloud Descriptors Matching for 6-DOF Camera Localization in Dense 3D Point Cloud.
CoRR, 2019

Enhancing Semantic Word Representations by Embedding Deeper Word Relationships.
CoRR, 2019

Deep learning-based 3D local feature descriptor from Mercator projections.
Comput. Aided Geom. Des., 2019

Enhanced Transfer Learning with ImageNet Trained Classification Layer.
Proceedings of the Image and Video Technology - 9th Pacific-Rim Symposium, 2019

Body Detection in Spectator Crowd Images Using Partial Heads.
Proceedings of the Image and Video Technology - 9th Pacific-Rim Symposium, 2019

Coral Classification Using DenseNet and Cross-modality Transfer Learning.
Proceedings of the International Joint Conference on Neural Networks, 2019

Language Modeling through Long-Term Memory Network.
Proceedings of the International Joint Conference on Neural Networks, 2019

Direct Image to Point Cloud Descriptors Matching for 6-DOF Camera Localization in Dense 3D Point Clouds.
Proceedings of the Neural Information Processing - 26th International Conference, 2019

Learning-Based Confidence Estimation for Multi-modal Classifier Fusion.
Proceedings of the Neural Information Processing - 26th International Conference, 2019

MON: Multiple Output Neurons.
Proceedings of the Neural Information Processing - 26th International Conference, 2019

Attention-Based Image Captioning Using DenseNet Features.
Proceedings of the Neural Information Processing - 26th International Conference, 2019

Enhancing Semantic Word Representations by Embedding Deep Word Relationships.
Proceedings of the 2019 11th International Conference on Computer and Automation Engineering, 2019

An Improved Approach to Weakly Supervised Semantic Segmentation.
Proceedings of the IEEE International Conference on Acoustics, 2019

Improving Follicular Lymphoma Identification using the Class of Interest for Transfer Learning.
Proceedings of the 2019 Digital Image Computing: Techniques and Applications, 2019

Deep Fusion Net for Coral Classification in Fluorescence and Reflectance Images.
Proceedings of the 2019 Digital Image Computing: Techniques and Applications, 2019

Bi-SAN-CAP: Bi-Directional Self-Attention for Image Captioning.
Proceedings of the 2019 Digital Image Computing: Techniques and Applications, 2019

Automatic Graph-Based Clustering for Security Logs.
Proceedings of the Advanced Information Networking and Applications, 2019

Deep Learning for Marine Species Recognition.
Proceedings of the Handbook of Deep Learning Applications., 2019

Deep Learning for Scene Understanding.
Proceedings of the Handbook of Deep Learning Applications., 2019

2018
Cost-Sensitive Learning of Deep Feature Representations From Imbalanced Data.
IEEE Trans. Neural Networks Learn. Syst., 2018

Leveraging Structural Context Models and Ranking Score Fusion for Human Interaction Prediction.
IEEE Trans. Multim., 2018

Learning Clip Representations for Skeleton-Based 3D Action Recognition.
IEEE Trans. Image Process., 2018

Spectrotemporal Analysis Using Local Binary Pattern Variants for Acoustic Scene Classification.
IEEE ACM Trans. Audio Speech Lang. Process., 2018

Random forest classification based acoustic event detection utilizing contextual-information and bottleneck features.
Pattern Recognit., 2018

A Multi-Modal, Discriminative and Spatially Invariant CNN for RGB-D Object Labeling.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Exploiting layerwise convexity of rectifier networks with sign constrained weights.
Neural Networks, 2018

Image Set Classification for Low Resolution Surveillance.
CoRR, 2018

Identity Adaptation for Person Re-Identification.
IEEE Access, 2018

Generalized Joint Sparse Representation for Multimodal Biometric Fusion of Heterogeneous Features.
Proceedings of the 2018 IEEE International Workshop on Information Forensics and Security, 2018

Local Binary Pattern with Random Forest for Acoustic Scene Classification.
Proceedings of the 2018 IEEE International Conference on Multimedia and Expo, 2018

Classification of Corals in Reflectance and Fluorescence Images Using Convolutional Neural Network Representations.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Confidence Based Acoustic Event Detection.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Acoustic Scene Classification Using Joint Time-Frequency Image-Based Feature Representations.
Proceedings of the 15th IEEE International Conference on Advanced Video and Signal Based Surveillance, 2018

Consumer Perceptions in the Adoption of the Electronic Health Records in Australia: A Pilot Study.
Proceedings of the Australasian Conference on Information Systems, 2018

Global Regularizer and Temporal-Aware Cross-Entropy for Skeleton-Based Early Action Recognition.
Proceedings of the Computer Vision - ACCV 2018, 2018

WNet: Joint Multiple Head Detection and Head Pose Estimation from a Spectator Crowd Image.
Proceedings of the Computer Vision - ACCV 2018 Workshops, 2018

2017
RGB-D Object Recognition and Grasp Detection Using Hierarchical Cascaded Forests.
IEEE Trans. Robotics, 2017

A Joint Deep Boltzmann Machine (jDBM) Model for Person Identification Using Mobile Phone Data.
IEEE Trans. Multim., 2017

SkeletonNet: Mining Deep Part Features for 3-D Action Recognition.
IEEE Signal Process. Lett., 2017

Scale space clustering evolution for salient region detection on 3D deformable shapes.
Pattern Recognit., 2017

Discriminative feature learning and region consistency activation for robust scene labeling.
Neurocomputing, 2017

Graph clustering and anomaly detection of access control log for forensic purposes.
Digit. Investig., 2017

A usability evaluation of Neuromender's upper limb game-based rehabilitation system for stroke survivors.
Proceedings of the 5th IEEE International Conference on Serious Games and Applications for Health, 2017

Multi-level Search of a Knowledgebase for Semantic Parsing.
Proceedings of the Multi-disciplinary Trends in Artificial Intelligence, 2017

Frame-Wise Dynamic Threshold Based Polyphonic Acoustic Event Detection.
Proceedings of the 18th Annual Conference of the International Speech Communication Association, 2017

Learning deep structured network for weakly supervised change detection.
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

Reinforced Memory Network for Question Answering.
Proceedings of the Neural Information Processing - 24th International Conference, 2017

Random forest classification based acoustic event detection.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

Random forest regression based acoustic event detection with bottleneck features.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

Resfeats: Residual network based features for image classification.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

Enhanced LBP texture features from time frequency representations for acoustic scene classification.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Persistence-based Interest Point Detection for 3D Deformable Surface.
Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017) - Volume 1: GRAPP, Porto, Portugal, February 27, 2017

Efficient Image Set Classification Using Linear Regression Based Image Reconstruction.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

A New Representation of Skeleton Sequences for 3D Action Recognition.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

2016
A Discriminative Representation of Convolutional Features for Indoor Scene Recognition.
IEEE Trans. Image Process., 2016

EI3D: Expression-invariant 3D face recognition based on feature and shape matching.
Pattern Recognit. Lett., 2016

Automatic Shadow Detection and Removal from a Single Image.
IEEE Trans. Pattern Anal. Mach. Intell., 2016

Integrating Geometrical Context for Semantic Labeling of Indoor Scenes using RGBD Images.
Int. J. Comput. Vis., 2016

A Comprehensive Performance Evaluation of 3D Local Feature Descriptors.
Int. J. Comput. Vis., 2016

Weakly Supervised Change Detection in a Pair of Images.
CoRR, 2016

Spatial, Structural and Temporal Feature Learning for Human Interaction Prediction.
CoRR, 2016

Unsupervised segmentation of unknown objects in complex environments.
Auton. Robots, 2016

Heat propagation contours for 3D non-rigid shape analysis.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

Simultaneous dense scene reconstruction and object labeling.
Proceedings of the 2016 IEEE International Conference on Robotics and Automation, 2016

Audio-visual biometric recognition via joint sparse representations.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Coral classification with hybrid feature representations.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Human Interaction Prediction Using Deep Temporal Features.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

2015
An Integrated Framework for 3-D Modeling, Object Detection, and Pose Estimation From Point-Clouds.
IEEE Trans. Instrum. Meas., 2015

Quantitative Error Analysis of Bilateral Filtering.
IEEE Signal Process. Lett., 2015

A confidence-based late fusion framework for audio-visual biometric identification.
Pattern Recognit. Lett., 2015

A novel local surface feature for 3D object recognition under clutter and occlusion.
Inf. Sci., 2015

Cost Sensitive Learning of Deep Feature Representations from Imbalanced Data.
CoRR, 2015

Heterogeneous Multi-column ConvNets with a Fusion Framework for Object Recognition.
Proceedings of the 2015 IEEE Winter Conference on Applications of Computer Vision, 2015

Binary Descriptor Based on Heat Diffusion for Non-rigid Shape Analysis.
Proceedings of the Image and Video Technology - 7th Pacific-Rim Symposium, 2015

Deep Boltzmann Machines for i-Vector Based Audio-Visual Person Identification.
Proceedings of the Image and Video Technology - 7th Pacific-Rim Symposium, 2015

Sign Constrained Rectifier Networks with Applications to Pattern Decompositions.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015

Discriminative feature learning for efficient RGB-D object recognition.
Proceedings of the 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2015

Efficient RGB-D object categorization using cascaded ensembles of randomized decision trees.
Proceedings of the IEEE International Conference on Robotics and Automation, 2015

Outdoor scene labelling with learned features and region consistency activation.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Contractive Rectifier Networks for Nonlinear Maximum Margin Classification.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Separating objects and clutter in indoor scenes.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

A deep neural network for audio-visual person recognition.
Proceedings of the IEEE 7th International Conference on Biometrics Theory, 2015

2014
An Accurate and Robust Range Image Registration Algorithm for 3D Object Modeling.
IEEE Trans. Multim., 2014

3D Object Recognition in Cluttered Scenes with Local Surface Features: A Survey.
IEEE Trans. Pattern Anal. Mach. Intell., 2014

A model-free approach for the segmentation of unknown objects.
Proceedings of the 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2014

Confidence-based Rank-level Fusion for Audio-visual Person Identification System.
Proceedings of the ICPRAM 2014, 2014

Geometry Driven Semantic Labeling of Indoor Scenes.
Proceedings of the Computer Vision - ECCV 2014, 2014

Model-Free Segmentation and Grasp Selection of Unknown Stacked Objects.
Proceedings of the Computer Vision - ECCV 2014, 2014

Automatic Feature Learning for Robust Shadow Detection.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Performance Evaluation of 3D Local Feature Descriptors.
Proceedings of the Computer Vision - ACCV 2014, 2014

2013
Rotational Projection Statistics for 3D Local Surface Description and Object Recognition.
Int. J. Comput. Vis., 2013

3D free form object recognition using rotational projection statistics.
Proceedings of the 2013 IEEE Workshop on Applications of Computer Vision, 2013

A low cost 3D markerless system for the reconstruction of athletic techniques.
Proceedings of the 2013 IEEE Workshop on Applications of Computer Vision, 2013

TriSI: A Distinctive Local Surface Descriptor for 3D Modeling and Object Recognition.
Proceedings of the GRAPP & IVAPP 2013: Proceedings of the International Conference on Computer Graphics Theory and Applications and International Conference on Information Visualization Theory and Applications, 2013

A Low Cost Visual Hull based Markerless System for the Optimization of Athletic Techniques in Outdoor Environments.
Proceedings of the GRAPP & IVAPP 2013: Proceedings of the International Conference on Computer Graphics Theory and Applications and International Conference on Information Visualization Theory and Applications, 2013

2012
Sliding-Window Designs for Vertex-Based Shape Coding.
IEEE Trans. Multim., 2012

2011
Geometric distortion measurement for shape coding: A contemporary review.
ACM Comput. Surv., 2011

2010
Text Classification using the Concept of Association Rule of Data Mining
CoRR, 2010

2009
Image Dependent Spatial Shape Error Concealment for Multiple Shapes.
Proceedings of the Fifth International Conference on Signal-Image Technology & Internet-Based Systems, 2009

2008
Quasi-Bezier curves integrating localised information.
Pattern Recognit., 2008

Dynamic Bezier curves for variable rate-distortion.
Pattern Recognit., 2008

2007
New Dynamic Enhancements to the Vertex-Based Rate-Distortion Optimal Shape Coding Framework.
IEEE Trans. Circuits Syst. Video Technol., 2007

Fast Distortion Measurement Using Chord-Length Parameterization Within the Vertex-Based Rate-Distortion Optimal Shape Coding Framework.
IEEE Signal Process. Lett., 2007

Bezier Curve-Based Character Descriptor Considering Shape Information.
Proceedings of the 6th Annual IEEE/ACIS International Conference on Computer and Information Science (ICIS 2007), 2007

2006
Accurate distortion measurement for generic shape coding.
Pattern Recognit. Lett., 2006

Variable Width Admissible Control Point Band for Vertex Based Operational-Rate-Distortion Optimal Shape Coding Algorithms.
Proceedings of the International Conference on Image Processing, 2006

2005
An Improved Shape Descriptor Using Bezier Curves.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

A Generic Shape Descriptor using Bezier Curves.
Proceedings of the International Symposium on Information Technology: Coding and Computing (ITCC 2005), 2005

A dynamic Bezier curve model.
Proceedings of the 2005 International Conference on Image Processing, 2005

Enhanced Bezier curve models incorporating local information.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005


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