Toby P. Breckon

According to our database1, Toby P. Breckon authored at least 160 papers between 2004 and 2024.

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Bibliography

2024
Neural architecture search: A contemporary literature review for computer vision applications.
Pattern Recognit., March, 2024

2023
Data augmentation with norm-AE and selective pseudo-labelling for unsupervised domain adaptation.
Neural Networks, April, 2023

Generalized zero-shot domain adaptation via coupled conditional variational autoencoders.
Neural Networks, 2023

U3DS<sup>3</sup>: Unsupervised 3D Semantic Scene Segmentation.
CoRR, 2023

On Pixel-level Performance Assessment in Anomaly Detection.
CoRR, 2023

Racial Bias within Face Recognition: A Survey.
CoRR, 2023


Robust Semi-Supervised Anomaly Detection via Adversarially Learned Continuous Noise Corruption.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

On Fine-Tuned Deep Features for Unsupervised Domain Adaptation.
Proceedings of the International Joint Conference on Neural Networks, 2023

Unaligned 2D to 3D Translation with Conditional Vector-Quantized Code Diffusion using Transformers.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

ACR: Attention Collaboration-based Regressor for Arbitrary Two-Hand Reconstruction.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Seeing Through the Data: A Statistical Evaluation of Prohibited Item Detection Benchmark Datasets for X-ray Security Screening.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Exact-NeRF: An Exploration of a Precise Volumetric Parameterization for Neural Radiance Fields.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Region-based Appearance and Flow Characteristics for Anomaly Detection in Infrared Surveillance Imagery.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Temporal and non-temporal contextual saliency analysis for generalized wide-area search within unmanned aerial vehicle (UAV) video.
Vis. Comput., 2022

Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss.
IEEE Trans. Intell. Transp. Syst., 2022

Cross-domain structure preserving projection for heterogeneous domain adaptation.
Pattern Recognit., 2022

Towards automatic threat detection: A survey of advances of deep learning within X-ray security imaging.
Pattern Recognit., 2022

1st Workshop on Maritime Computer Vision (MaCVi) 2023: Challenge Results.
CoRR, 2022

On Fine-Tuned Deep Features for Unsupervised Domain Adaptation.
CoRR, 2022

RangeUDF: Semantic Surface Reconstruction from 3D Point Clouds.
CoRR, 2022

Measuring Hidden Bias within Face Recognition via Racial Phenotypes.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2022

UAV-ReID: A Benchmark on Unmanned Aerial Vehicle Re-identification in Video Imagery.
Proceedings of the 17th International Joint Conference on Computer Vision, 2022

Semi-supervised Surface Anomaly Detection of Composite Wind Turbine Blades from Drone Imagery.
Proceedings of the 17th International Joint Conference on Computer Vision, 2022

Evaluating Gaussian Grasp Maps for Generative Grasping Models.
Proceedings of the International Joint Conference on Neural Networks, 2022

Multi-view Vision Transformers for Object Detection.
Proceedings of the 26th International Conference on Pattern Recognition, 2022

On Depth Error from Spherical Camera Calibration within Omnidirectional Stereo Vision.
Proceedings of the 26th International Conference on Pattern Recognition, 2022

Joint Sub-component Level Segmentation and Classification for Anomaly Detection within Dual-Energy X-Ray Security Imagery.
Proceedings of the 21st IEEE International Conference on Machine Learning and Applications, 2022

Does lossy image compression affect racial bias within face recognition?
Proceedings of the IEEE International Joint Conference on Biometrics, 2022

Unleashing Transformers: Parallel Token Prediction with Discrete Absorbing Diffusion for Fast High-Resolution Image Generation from Vector-Quantized Codes.
Proceedings of the Computer Vision - ECCV 2022, 2022

Cross-modal Image Synthesis within Dual-Energy X-ray Security Imagery.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

Lost in Compression: the Impact of Lossy Image Compression on Variable Size Object Detection within Infrared Imagery.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

VID-Trans-ReID: Enhanced Video Transformers for Person Re-identification.
Proceedings of the 33rd British Machine Vision Conference 2022, 2022

2021
Learning to Drive: End-to-End Off-Road Path Prediction.
IEEE Intell. Transp. Syst. Mag., 2021

Progressively Select and Reject Pseudo-labelled Samples for Open-Set Domain Adaptation.
CoRR, 2021

UAV-ReID: A Benchmark on Unmanned Aerial Vehicle Re-identification.
CoRR, 2021

UNIT-DDPM: UNpaired Image Translation with Denoising Diffusion Probabilistic Models.
CoRR, 2021

Multi-Modal Learning for Real-Time Automotive Semantic Foggy Scene Understanding via Domain Adaptation.
Proceedings of the IEEE Intelligent Vehicles Symposium, 2021

Competitive Simplicity for Multi-Task Learning for Real-Time Foggy Scene Understanding via Domain Adaptation.
Proceedings of the IEEE Intelligent Vehicles Symposium, 2021

On the Evaluation of Semi-Supervised 2D Segmentation for Volumetric 3D Computed Tomography Baggage Security Screening.
Proceedings of the International Joint Conference on Neural Networks, 2021

PANDA: Perceptually Aware Neural Detection of Anomalies.
Proceedings of the International Joint Conference on Neural Networks, 2021

Autoencoders Without Reconstruction for Textural Anomaly Detection.
Proceedings of the International Joint Conference on Neural Networks, 2021

Operationalizing Convolutional Neural Network Architectures for Prohibited Object Detection in X-Ray Imagery.
Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

Contraband Materials Detection Within Volumetric 3D Computed Tomography Baggage Security Screening Imagery.
Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

Continuous Multi-modal Emotion Prediction in Video based on Recurrent Neural Network Variants with Attention.
Proceedings of the 20th IEEE International Conference on Machine Learning and Applications, 2021

Source Class Selection With Label Propagation For Partial Domain Adaptation.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

On the Impact of Using X-Ray Energy Response Imagery for Object Detection Via Convolutional Neural Networks.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

Unmanned Aerial Vehicle Visual Detection and Tracking using Deep Neural Networks: A Performance Benchmark.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Re-ID-AR: Improved Person Re-identification in Videovia Joint Weakly Supervised Action Recognition.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

DurLAR: A High-Fidelity 128-Channel LiDAR Dataset with Panoramic Ambient and Reflectivity Imagery for Multi-Modal Autonomous Driving Applications.
Proceedings of the International Conference on 3D Vision, 2021

2020
Multi-Model Learning for Real-Time Automotive Semantic Foggy Scene Understanding via Domain Adaptation.
CoRR, 2020

Data Augmentation with norm-VAE for Unsupervised Domain Adaptation.
CoRR, 2020

A Reference Architecture for Plausible Threat Image Projection (TIP) Within 3D X-ray Computed Tomography Volumes.
CoRR, 2020

On the Evaluation of Prohibited Item Classification and Detection in Volumetric 3D Computed Tomography Baggage Security Screening Imagery.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

Data Augmentation via Mixed Class Interpolation using Cycle-Consistent Generative Adversarial Networks Applied to Cross-Domain Imagery.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Improving Robotic Grasping on Monocular Images Via Multi-Task Learning and Positional Loss.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

On the Impact of Lossy Image and Video Compression on the Performance of Deep Convolutional Neural Network Architectures.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Multi-view Object Detection Using Epipolar Constraints within Cluttered X-ray Security Imagery.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Not 3D Re-ID: Simple Single Stream 2D Convolution for Robust Video Re-identification.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Leveraging Synthetic Subject Invariant EEG Signals for Zero Calibration BCI.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Multi-Class 3D Object Detection Within Volumetric 3D Computed Tomography Baggage Security Screening Imagery.
Proceedings of the 19th IEEE International Conference on Machine Learning and Applications, 2020

Efficient and Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire Detection.
Proceedings of the 19th IEEE International Conference on Machine Learning and Applications, 2020

Exploring Racial Bias within Face Recognition via per-subject Adversarially-Enabled Data Augmentation.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Discrete Curvature Representations for Noise Robust Image Corner Detection.
IEEE Trans. Image Process., 2019

Multi-Task Regression-Based Learning for Autonomous Unmanned Aerial Vehicle Flight Control Within Unstructured Outdoor Environments.
IEEE Robotics Autom. Lett., 2019

Generative adversarial framework for depth filling via Wasserstein metric, cosine transform and domain transfer.
Pattern Recognit., 2019

Online Deep Reinforcement Learning for Autonomous UAV Navigation and Exploration of Outdoor Environments.
CoRR, 2019

Segmentation Guided Attention Network for Crowd Counting via Curriculum Learning.
CoRR, 2019

The Good, the Bad and the Ugly: Evaluating Convolutional Neural Networks for Prohibited Item Detection Using Real and Synthetically Composited X-ray Imagery.
CoRR, 2019

Multi-Task Learning for Automotive Foggy Scene Understanding via Domain Adaptation to an Illumination-Invariant Representation.
CoRR, 2019

An Approach for Adaptive Automatic Threat Recognition Within 3D Computed Tomography Images for Baggage Security Screening.
CoRR, 2019

Unifying Unsupervised Domain Adaptation and Zero-Shot Visual Recognition.
Proceedings of the International Joint Conference on Neural Networks, 2019

Evaluation of a Dual Convolutional Neural Network Architecture for Object-wise Anomaly Detection in Cluttered X-ray Security Imagery.
Proceedings of the International Joint Conference on Neural Networks, 2019

Simulating Brain Signals: Creating Synthetic EEG Data via Neural-Based Generative Models for Improved SSVEP Classification.
Proceedings of the International Joint Conference on Neural Networks, 2019

Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection.
Proceedings of the International Joint Conference on Neural Networks, 2019

Using Variable Natural Environment Brain-Computer Interface Stimuli for Real-time Humanoid Robot Navigation.
Proceedings of the International Conference on Robotics and Automation, 2019

On the Performance of Extended Real-Time Object Detection and Attribute Estimation within Urban Scene Understanding.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

Evaluating the Transferability and Adversarial Discrimination of Convolutional Neural Networks for Threat Object Detection and Classification within X-Ray Security Imagery.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

On the Impact of Object and Sub-Component Level Segmentation Strategies for Supervised Anomaly Detection within X-Ray Security Imagery.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

Region Based Anomaly Detection with Real-Time Training and Analysis.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

Experimental Exploration of Compact Convolutional Neural Network Architectures for Non-Temporal Real-Time Fire Detection.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

A Baseline for Multi-Label Image Classification Using an Ensemble of Deep Convolutional Neural Networks.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Degraf-Flow: Extending Degraf Features for Accurate and Efficient Sparse-To-Dense Optical Flow Estimation.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

A Ranking Based Attention Approach for Visual Tracking.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Monocular Segment-Wise Depth: Monocular Depth Estimation Based on a Semantic Segmentation Prior.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Style Augmentation: Data Augmentation via Style Randomization.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

On the Use of Neural Text Generation for the Task of Optical Character Recognition.
Proceedings of the 16th IEEE/ACS International Conference on Computer Systems and Applications, 2019

To Complete or to Estimate, That is the Question: A Multi-Task Approach to Depth Completion and Monocular Depth Estimation.
Proceedings of the 2019 International Conference on 3D Vision, 2019

2018
Using Deep Convolutional Neural Network Architectures for Object Classification and Detection Within X-Ray Baggage Security Imagery.
IEEE Trans. Inf. Forensics Secur., 2018

Clustering in pursuit of temporal correlation for human motion segmentation.
Multim. Tools Appl., 2018

A Baseline for Multi-Label Image Classification Using Ensemble Deep CNN.
CoRR, 2018

Watermark Retrieval from 3D Printed Objects via Convolutional Neural Networks.
CoRR, 2018

Eliminating the Blind Spot: Adapting 3D Object Detection and Monocular Depth Estimation to 360° Panoramic Imagery.
CoRR, 2018

Depth Not Needed - An Evaluation of RGB-D Feature Encodings for Off-Road Scene Understanding by Convolutional Neural Network.
CoRR, 2018

A comparative review of plausible hole filling strategies in the context of scene depth image completion.
Comput. Graph., 2018

Extending Deep Neural Network Trail Navigation for Unmanned Aerial Vehicle Operation Within the Forest Canopy.
Proceedings of the Towards Autonomous Robotic Systems - 19th Annual Conference, 2018

On the Classification of SSVEP-Based Dry-EEG Signals via Convolutional Neural Networks.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2018

Learning to Drive: Using Visual Odometry to Bootstrap Deep Learning for Off-Road Path Prediction.
Proceedings of the 2018 IEEE Intelligent Vehicles Symposium, 2018

On the Impact of Illumination-Invariant Image Pre-transformation for Contemporary Automotive Semantic Scene Understanding.
Proceedings of the 2018 IEEE Intelligent Vehicles Symposium, 2018

On the Impact of Varying Region Proposal Strategies for Raindrop Detection and Classification Using Convolutional Neural Networks.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Experimentally Defined Convolutional Neural Network Architecture Variants for Non-Temporal Real-Time Fire Detection.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Infrared Image Colorization Using a S-Shape Network.
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Real-Time Low-Cost Omni-Directional Stereo Vision via Bi-polar Spherical Cameras.
Proceedings of the Image Analysis and Recognition - 15th International Conference, 2018

Encoding Stereoscopic Depth Features for Scene Understanding in off-Road Environments.
Proceedings of the Image Analysis and Recognition - 15th International Conference, 2018

Extended Patch Prioritization for Depth Filling Within Constrained Exemplar-Based RGB-D Image Completion.
Proceedings of the Image Analysis and Recognition - 15th International Conference, 2018

Eliminating the Blind Spot: Adapting 3D Object Detection and Monocular Depth Estimation to 360 ^\circ ∘ Panoramic Imagery.
Proceedings of the Computer Vision - ECCV 2018, 2018

On the Impact of Parallax Free Colour and Infrared Image Co-Registration to Fused Illumination Invariant Adaptive Background Modelling.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018

Real-Time Monocular Depth Estimation Using Synthetic Data With Domain Adaptation via Image Style Transfer.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Author Profiling: Gender Prediction from Tweets and Images: Notebook for PAN at CLEF 2018.
Proceedings of the Working Notes of CLEF 2018, 2018

TMIXT: A process flow for Transcribing MIXed handwritten and machine-printed Text.
Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

GANomaly: Semi-supervised Anomaly Detection via Adversarial Training.
Proceedings of the Computer Vision - ACCV 2018, 2018

2017
Noise robust image edge detection based upon the automatic anisotropic Gaussian kernels.
Pattern Recognit., 2017

An evaluation of region based object detection strategies within X-ray baggage security imagery.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

DepthComp: Real-time Depth Image Completion Based on Prior Semantic Scene Segmentation.
Proceedings of the British Machine Vision Conference 2017, 2017

2016
Back to Butterworth - a Fourier basis for 3D surface relief hole filling within RGB-D imagery.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Constant-time bilateral filter using spectral decomposition.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Dense gradient-based features (DEGRAF) for computationally efficient and invariant feature extraction in real-time applications.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Generalized dynamic object removal for dense stereo vision based scene mapping using synthesised optical flow.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Transfer learning using convolutional neural networks for object classification within X-ray baggage security imagery.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

On using feature descriptors as visual words for object detection within X-ray baggage security screening.
Proceedings of the 7th International Conference on Imaging for Crime Detection and Prevention, 2016

SMS Spam Filtering Using Probabilistic Topic Modelling and Stacked Denoising Autoencoder.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2016, 2016

From On-Road to Off: Transfer Learning Within a Deep Convolutional Neural Network for Segmentation and Classification of Off-Road Scenes.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

2015
Quantitative Evaluation of Stereo Visual Odometry for Autonomous Vessel Localisation in Inland Waterway Sensing Applications.
Sensors, 2015

Materials-based 3D segmentation of unknown objects from dual-energy computed tomography imagery in baggage security screening.
Pattern Recognit., 2015

Object classification in 3D baggage security computed tomography imagery using visual codebooks.
Pattern Recognit., 2015

Robust visual tracking via speedup multiple kernel ridge regression.
J. Electronic Imaging, 2015

Improved raindrop detection using combined shape and saliency descriptors with scene context isolation.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Improved 3D sparse maps for high-performance SFM with low-cost omnidirectional robots.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

2014
3D object classification in baggage computed tomography imagery using randomised clustering forests.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

Improved Depth Recovery In Consumer Depth Cameras via Disparity Space Fusion within Cross-spectral Stereo.
Proceedings of the British Machine Vision Conference, 2014

2013
Cross-spectral visual simultaneous localization and mapping (SLAM) with sensor handover.
Robotics Auton. Syst., 2013

A comparison of 3D interest point descriptors with application to airport baggage object detection in complex CT imagery.
Pattern Recognit., 2013

Challenges of finding aesthetically pleasing images.
Proceedings of the 14th International Workshop on Image Analysis for Multimedia Interactive Services, 2013

A distance driven method for metal artefact reduction in computed tomography.
Proceedings of the IEEE International Conference on Image Processing, 2013

A foreground object based quantitative assessment of dense stereo approaches for use in automotive environments.
Proceedings of the IEEE International Conference on Image Processing, 2013

Dictionary of Computer Vision and Image Processing, Second Edition.
Wiley, ISBN: 978-1-119-94186-6, 2013

2012
A hierarchical extension to 3D non-parametric surface relief completion.
Pattern Recognit., 2012

Automatic real-time road marking recognition using a feature driven approach.
Mach. Vis. Appl., 2012

The application of support vector machine classification to detect cell nuclei for automated microscopy.
Mach. Vis. Appl., 2012

An empirical comparison of real-time dense stereo approaches for use in the automotive environment.
EURASIP J. Image Video Process., 2012

Fully automatic 3D Threat Image Projection: Application to densely cluttered 3D Computed Tomography baggage images.
Proceedings of the 3rd International Conference on Image Processing Theory Tools and Applications, 2012

A novel intensity limiting approach to Metal Artefact Reduction in 3D CT baggage imagery.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

A comparison of classification approaches for threat detection in CT based baggage screening.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

A 3D extension to cortex like mechanisms for 3D object class recognition.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

On Cross-Spectral Stereo Matching using Dense Gradient Features.
Proceedings of the British Machine Vision Conference, 2012

2011
Automatic Road Environment Classification.
IEEE Trans. Intell. Transp. Syst., 2011

Real-time visual saliency by Division of Gaussians.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

A non-temporal texture driven approach to real-time fire detection.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Real-time people and vehicle detection from UAV imagery.
Proceedings of the Intelligent Robots and Computer Vision XXVIII: Algorithms and Techniques, 2011

2010
A classifier based approach for the detection of potential threats in CT based Baggage Screening.
Proceedings of the International Conference on Image Processing, 2010

Object Recognition using 3D SIFT in Complex CT Volumes.
Proceedings of the British Machine Vision Conference, 2010

2009
Real-Time Traversable Surface Detection by Colour Space Fusion and Temporal Analysis.
Proceedings of the Computer Vision Systems, 2009

2008
Three-Dimensional Surface Relief Completion Via Nonparametric Techniques.
IEEE Trans. Pattern Anal. Mach. Intell., 2008

2005
Amodal volume completion: 3D visual completion.
Comput. Vis. Image Underst., 2005

Plausible 3D Colour Surface Completion Using Non-parametric Techniques.
Proceedings of the Mathematics of Surfaces XI, 2005

Non-Parametric 3D Surface Completion.
Proceedings of the Fifth International Conference on 3D Digital Imaging and Modeling (3DIM 2005), 2005

2004
Environment Authentication Through 3D Structural Analysis.
Proceedings of the Image Analysis and Recognition: International Conference, 2004


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