Kevin McGuinness

Affiliations:
  • Dublin City University


According to our database1, Kevin McGuinness authored at least 141 papers between 2006 and 2024.

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

Timeline

Legend:

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PhD thesis 
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Bibliography

2024
Identifying Expert Behavior in Offline Training Datasets Improves Behavioral Cloning of Robotic Manipulation Policies.
IEEE Robotics Autom. Lett., February, 2024

Dataset Clustering for Improved Offline Policy Learning.
CoRR, 2024

2023
Dexterous robotic manipulation using deep reinforcement learning and knowledge transfer for complex sparse reward-based tasks.
Expert Syst. J. Knowl. Eng., July, 2023

Joint one-sided synthetic unpaired image translation and segmentation for colorectal cancer prevention.
Expert Syst. J. Knowl. Eng., July, 2023

Fast and robust video-based exercise classification via body pose tracking and scalable multivariate time series classifiers.
Data Min. Knowl. Discov., March, 2023

Video Anomaly Detection via Spatio-Temporal Pseudo-Anomaly Generation : A Unified Approach.
CoRR, 2023

Learning Saliency From Fixations.
CoRR, 2023

Learning and reusing primitive behaviours to improve Hindsight Experience Replay sample efficiency.
CoRR, 2023

An Ensemble Deep Learning Approach for COVID-19 Severity Prediction Using Chest CT Scans.
CoRR, 2023

Site-specific Deep Learning Path Loss Models based on the Method of Moments.
CoRR, 2023

Behaviour Discriminator: A Simple Data Filtering Method to Improve Offline Policy Learning.
CoRR, 2023

Unifying Synergies between Self-supervised Learning and Dynamic Computation.
CoRR, 2023

Motion Aware Self-Supervision for Generic Event Boundary Detection.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

TinyHD: Efficient Video Saliency Prediction with Heterogeneous Decoders using Hierarchical Maps Distillation.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

Is your noise correction noisy? PLS: Robustness to label noise with two stage detection.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

Self-Supervised and Semi-Supervised Polyp Segmentation using Synthetic Data.
Proceedings of the International Joint Conference on Neural Networks, 2023

Enhancing CLIP with GPT-4: Harnessing Visual Descriptions as Prompts.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Hierarchical Reinforcement Learning for In-hand Robotic Manipulation Using Davenport Chained Rotations.
Proceedings of the 9th International Conference on Automation, Robotics and Applications, 2023

Improving Behavioural Cloning with Positive Unlabeled Learning.
Proceedings of the Conference on Robot Learning, 2023

Unifying Synergies between Self-supervised Learning and Dynamic Computation.
Proceedings of the 34th British Machine Vision Conference 2023, 2023

Vision Transformers are Inherently Saliency Learners.
Proceedings of the 34th British Machine Vision Conference 2023, 2023

2022
Random Data Augmentation based Enhancement: A Generalized Enhancement Approach for Medical Datasets.
CoRR, 2022

Dynamic Channel Selection in Self-Supervised Learning.
CoRR, 2022

Segmentation Enhanced Lameness Detection in Dairy Cows from RGB and Depth Video.
CoRR, 2022

Utilizing unsupervised learning to improve sward content prediction and herbage mass estimation.
CoRR, 2022

Unsupervised domain adaptation and super resolution on drone images for autonomous dry herbage biomass estimation.
CoRR, 2022

Improving Person Re-Identification with Temporal Constraints.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision Workshops, 2022

Addressing out-of-distribution label noise in webly-labelled data.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2022

Cardiac Segmentation Using Transfer Learning Under Respiratory Motion Artifacts.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Regular and CMRxMotion Challenge Papers, 2022

BERTHA: Video Captioning Evaluation Via Transfer-Learned Human Assessment.
Proceedings of the Thirteenth Language Resources and Evaluation Conference, 2022

Towards advanced robotic manipulation.
Proceedings of the Sixth IEEE International Conference on Robotic Computing, 2022

Evaluation of Automatically Generated Video Captions Using Vision and Language Models.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022

Pixinwav: Residual Steganography for Hiding Pixels in Audio.
Proceedings of the IEEE International Conference on Acoustics, 2022

Embedding Contrastive Unsupervised Features to Cluster In- And Out-of-Distribution Noise in Corrupted Image Datasets.
Proceedings of the Computer Vision - ECCV 2022, 2022

Unsupervised domain adaptation and super resolution on drone images for autonomous dry herbage biomass estimation.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

A Fine Grained Quality Assessment of Video Anomaly Detection.
Proceedings of the CBMI 2022: International Conference on Content-based Multimedia Indexing, Graz, Austria, September 14, 2022

BaseTransformers: Attention over base data-points for One Shot Learning.
Proceedings of the 33rd British Machine Vision Conference 2022, 2022

2021
Restricted Boltzmann machine as an aggregation technique for binary descriptors.
Vis. Comput., 2021

Real Robot Challenge using Deep Reinforcement Learning.
CoRR, 2021

Discerning Generic Event Boundaries in Long-Form Wild Videos.
CoRR, 2021

Extracting Pasture Phenotype and Biomass Percentages using Weakly Supervised Multi-target Deep Learning on a Small Dataset.
CoRR, 2021

Automatic CNN-Based Enhancement of 360° Video Experience With Multisensorial Effects.
IEEE Access, 2021

Temporal Bilinear Encoding Network of Audio-visual Features at Low Sampling Rates.
Proceedings of the 16th International Joint Conference on Computer Vision, 2021


Evaluating Contrastive Models for Instance-based Image Retrieval.
Proceedings of the ICMR '21: International Conference on Multimedia Retrieval, 2021

ReLaB: Reliable Label Bootstrapping for Semi-Supervised Learning.
Proceedings of the International Joint Conference on Neural Networks, 2021

Simple baselines can fool 360° saliency metrics.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Semi-supervised dry herbage mass estimation using automatic data and synthetic images.
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021

Rethinking 360° Image Visual Attention Modelling with Unsupervised Learning.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Unsupervised Contrastive Learning of Sound Event Representations.
Proceedings of the IEEE International Conference on Acoustics, 2021

Multi-Objective Interpolation Training for Robustness To Label Noise.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

How Important is Importance Sampling for Deep Budgeted Training?
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

Adaptation of Compositional Data Analysis in Deep Learning to Predict Pasture Biomass Proportions.
Proceedings of the 29th Irish Conference on Artificial Intelligence and Cognitive Science 2021, 2021

Domain Randomization for Object Counting.
Proceedings of the 29th Irish Conference on Artificial Intelligence and Cognitive Science 2021, 2021

Synthetic Data for Unsupervised Polyp Segmentation.
Proceedings of the 29th Irish Conference on Artificial Intelligence and Cognitive Science 2021, 2021

Solving the Real Robot Challenge Using Deep Reinforcement Learning.
Proceedings of the 29th Irish Conference on Artificial Intelligence and Cognitive Science 2021, 2021

2020
ATSal: An Attention Based Architecture for Saliency Prediction in 360 Videos.
CoRR, 2020

3DSAL: An Efficient 3D-CNN Architecture for Video Saliency Prediction.
Proceedings of the 15th International Joint Conference on Computer Vision, 2020

Bilingual Lexicon Induction across Orthographically-distinct Under-Resourced Dravidian Languages.
Proceedings of the 7th Workshop on NLP for Similar Languages, Varieties and Dialects, 2020

A Smart-Site-Survey System using Image-based 3D Metric Reconstruction and Interactive Panorama Visualization.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

A Comparative Study of Existing and New Deep Learning Methods for Detecting Knee Injuries using the MRNet Dataset.
Proceedings of the International Conference on Intelligent Data Science Technologies and Applications, 2020

Towards Robust Learning with Different Label Noise Distributions.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

FastSal: a Computationally Efficient Network for Visual Saliency Prediction.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

How important are faces for person re-identification?
Proceedings of the 25th International Conference on Pattern Recognition, 2020

ATSal: An Attention Based Architecture for Saliency Prediction in 360$^\circ $ Videos.
Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

Investigating Class-Level Difficulty Factors In Multi-Label Classification Problems.
Proceedings of the IEEE International Conference on Multimedia and Expo, 2020

On the Use of 3D CNNs for Video Saliency Modeling.
Proceedings of the Computer Vision, Imaging and Computer Graphics Theory and Applications, 2020

2019
Few-shot hypercolumn-based mitochondria segmentation in cardiac and outer hair cells in focused ion beam-scanning electron microscopy (FIB-SEM) data.
Pattern Recognit. Lett., 2019

Predicting knee osteoarthritis severity: comparative modeling based on patient's data and plain X-ray images.
CoRR, 2019

Feature Learning to Automatically Assess Radiographic Knee Osteoarthritis Severity.
CoRR, 2019

INSIGHT@DCU TRECVID 2019: Video to Text.
Proceedings of the 2019 TREC Video Retrieval Evaluation, 2019

Exploring the Impact of Training Data Bias on Automatic Generation of Video Captions.
Proceedings of the MultiMedia Modeling - 25th International Conference, 2019

Assessing Knee OA Severity with CNN attention-based end-to-end architectures.
Proceedings of the International Conference on Medical Imaging with Deep Learning, 2019

MediaEval 2019: Concealed FGSM Perturbations for Privacy Preservation.
Proceedings of the Working Notes Proceedings of the MediaEval 2019 Workshop, 2019

Unsupervised Label Noise Modeling and Loss Correction.
Proceedings of the 36th International Conference on Machine Learning, 2019

An Efficient Approximate kNN Graph Method for Diffusion on Image Retrieval.
Proceedings of the Image Analysis and Processing - ICIAP 2019, 2019

Wav2Pix: Speech-conditioned Face Generation Using Generative Adversarial Networks.
Proceedings of the IEEE International Conference on Acoustics, 2019

On guiding video object segmentation.
Proceedings of the 2019 International Conference on Content-Based Multimedia Indexing, 2019

Simple vs complex temporal recurrences for video saliency prediction.
Proceedings of the 30th British Machine Vision Conference 2019, 2019

2018
Scanpath and saliency prediction on 360 degree images.
Signal Process. Image Commun., 2018

A Text Recognition and Retrieval System for e-Business Image Management.
Proceedings of the MultiMedia Modeling - 24th International Conference, 2018

Demonstration of an Open Source Framework for Qualitative Evaluation of CBIR Systems.
Proceedings of the 2018 ACM Multimedia Conference on Multimedia Conference, 2018

Dublin's Participation in the Predicting Media Memorability Task at MediaEval 2018.
Proceedings of the Working Notes Proceedings of the MediaEval 2018 Workshop, 2018

PathGAN: Visual Scanpath Prediction with Generative Adversarial Networks.
Proceedings of the Computer Vision - ECCV 2018 Workshops, 2018

People, Penguins and Petri Dishes: Adapting Object Counting Models to New Visual Domains and Object Types Without Forgetting.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Saliency Weighted Convolutional Features for Instance Search.
Proceedings of the 2018 International Conference on Content-Based Multimedia Indexing, 2018

2017
Real-time field sports scene classification using colour and frequency space decompositions.
J. Real Time Image Process., 2017

Enriching the Fan Experience in a Smart Stadium Using Internet of Things Technologies.
Int. J. Semantic Comput., 2017

SalGAN: Visual Saliency Prediction with Generative Adversarial Networks.
CoRR, 2017

Fully Convolutional Crowd Counting on Highly Congested Scenes.
Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017) - Volume 5: VISAPP, Porto, Portugal, February 27, 2017

Dublin City University Participation in the VTT Track at TRECVid 2017.
Proceedings of the 2017 TREC Video Retrieval Evaluation, 2017

Automatic MOOC Video Classification using Transcript Features and Convolutional Neural Networks.
Proceedings of the 2017 ACM Workshop on Multimedia-based Educational and Knowledge Technologies for Personalized and Social Online Training, 2017

Automatic Detection of Knee Joints and Quantification of Knee Osteoarthritis Severity Using Convolutional Neural Networks.
Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2017

Educational video classification by using a transcript to image transform and supervised learning.
Proceedings of the Seventh International Conference on Image Processing Theory, 2017

SaltiNet: Scan-Path Prediction on 360 Degree Images Using Saliency Volumes.
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

ResnetCrowd: A residual deep learning architecture for crowd counting, violent behaviour detection and crowd density level classification.
Proceedings of the 14th IEEE International Conference on Advanced Video and Signal Based Surveillance, 2017

2016
An Interactive Segmentation Tool for Quantifying Fat in Lumbar Muscles using Axial Lumbar-Spine MRI.
CoRR, 2016

Dublin City University and Partners' Participation in the INS and VTT Tracks at TRECVid 2016.
Proceedings of the 2016 TREC Video Retrieval Evaluation, 2016

Learning Multiple Views with Orthogonal Denoising Autoencoders.
Proceedings of the MultiMedia Modeling - 22nd International Conference, 2016

Semantic Indexing of Wearable Camera Images: Kids'Cam Concepts.
Proceedings of the 2016 ACM workshop on Vision and Language Integration Meets Multimedia Fusion, 2016

Where is my Phone?: Personal Object Retrieval from Egocentric Images.
Proceedings of the first Workshop on Lifelogging Tools and Applications, 2016

Bags of Local Convolutional Features for Scalable Instance Search.
Proceedings of the 2016 ACM on International Conference on Multimedia Retrieval, 2016

Smart Stadium for Smarter Living: Enriching the Fan Experience.
Proceedings of the IEEE International Symposium on Multimedia, 2016

Quantifying radiographic knee osteoarthritis severity using deep convolutional neural networks.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Holistic features for real-time crowd behaviour anomaly detection.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Reduction of false alarms triggered by spiders/cobwebs in surveillance camera networks.
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016

Shallow and Deep Convolutional Networks for Saliency Prediction.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2015
Improving object segmentation by using EEG signals and rapid serial visual presentation.
Multim. Tools Appl., 2015


Exploring EEG for Object Detection and Retrieval.
Proceedings of the 5th ACM on International Conference on Multimedia Retrieval, 2015

Improving spatial codification in semantic segmentation.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

2014
The Video Browser Showdown: a live evaluation of interactive video search tools.
Int. J. Multim. Inf. Retr., 2014

Insight Centre for Data Analytics (DCU) at TRECVid 2014: Instance Search and Semantic Indexing Tasks.
Proceedings of the 2014 TREC Video Retrieval Evaluation, 2014

AXES @ TRECVID 2014: Instance Search.
Proceedings of the 2014 TREC Video Retrieval Evaluation, 2014

Audio-Visual Classification Video Browser.
Proceedings of the MultiMedia Modeling - 20th Anniversary International Conference, 2014

Average Precision: Good Guide or False Friend to Multimedia Search Effectiveness?
Proceedings of the MultiMedia Modeling - 20th Anniversary International Conference, 2014

Object Segmentation in Images using EEG Signals.
Proceedings of the ACM International Conference on Multimedia, MM '14, Orlando, FL, USA, November 03, 2014

Fat quantification in MRI-defined lumbar muscles.
Proceedings of the 4th International Conference on Image Processing Theory, 2014

AXES-RESEARCH - A user-oriented tool for enhanced multimodal search and retrieval in audiovisual libraries.
Proceedings of the 12th International Workshop on Content-Based Multimedia Indexing, 2014

Formulating Queries for Collecting Training Examples in Visual Concept Classification.
Proceedings of the Third Workshop on Vision and Language, 2014

2013
Identification of moving objects in poor quality surveillance data.
Proceedings of the 14th International Workshop on Image Analysis for Multimedia Interactive Services, 2013


DCU at MMM 2013 Video Browser Showdown.
Proceedings of the Advances in Multimedia Modeling, 19th International Conference, 2013

Smart multi-modal marine monitoring via visual analysis and data fusion.
Proceedings of the 2nd ACM international workshop on Multimedia analysis for ecological data, 2013

The AXES PRO video search system.
Proceedings of the International Conference on Multimedia Retrieval, 2013

Improved graph cut segmentation by learning a contrast model on the fly.
Proceedings of the IEEE International Conference on Image Processing, 2013

2012
The AXES-lite video search engine.
Proceedings of the 13th International Workshop on Image Analysis for Multimedia Interactive Services, 2012


Efficient Storage and Decoding of SURF Feature Points.
Proceedings of the Advances in Multimedia Modeling - 18th International Conference, 2012

A visual sensing platform for creating a smarter multi-modal marine monitoring network.
Proceedings of the 1st ACM international workshop on Multimedia analysis for ecological data, 2012

2011
Toward automated evaluation of interactive segmentation.
Comput. Vis. Image Underst., 2011


2010
A comparative evaluation of interactive segmentation algorithms.
Pattern Recognit., 2010

TRECVID 2010 Experiments at Dublin City University.
Proceedings of the TRECVID 2010 workshop participants notebook papers, 2010

2008

Incorporating spatio-temporal mid-level features in a region segmentation algorithm for video sequences.
Proceedings of the International Conference on Image Processing, 2008

2007

Visual analysis for drum sequence transcription.
Proceedings of the 15th European Signal Processing Conference, 2007

2006

A Framework and User Interface for Automatic Region Based Segmentation Algorithms.
Proceedings of the Poster and Demo Proceedings of the 1st International Conference on Semantic and Digital Media Technologies, 2006


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