About Me

I am an Assistant Professor and Science Foundation Ireland Funded Starting Investigator with the School of Electronic Engineering in Dublin City University. I also work very closely with the Insight Centre for Data Analytics. I finished my B.Sc (Hons) in Computer Applications and Software Engineering in Dublin City University in 2005 and was awarded a Ph.D. from the School of Electronic Engineering in 2009. I have since been a postdoctoral researcher at the CLARITY Centre for Sensor Web Technologies, and a research fellow at the Insight Centre for Data Analytics.

My primary research interests are computer vision, deep learning, image and video segmentation, segmentation evaluation, machine learning, content-based multimedia information retrieval, and human-computer interaction.

I currently teach EE514: Data Analysis and Machine Learning for the School of Electronic Engineering at DCU.

Links to my:

News

Jul 2018

I gave several lectures and a keynote talk at 3nd Summer School on Deep Learning for Computer Vision at UPC Barcelona. Slides and videos are online.

Links: [Website]
Apr 2018

Our paper People, Penguins and Petri Dishes: Adapting Object Counting Models to New Visual Domains And Object Types Without Forgetting was accepted at CVPR! Models, code, and data will follow soon.

Links: [arXiv] [Dataset]

Recent Publications

Demonstration of an Open Source Framework for Qualitative Evaluation of CBIR Systems, P. G. Duran, E. Mohedano, K. McGuinness, X. Giro-i-Nieto, N. E. O'Connor, ACM Multimedia, 2018 [DOI] [BibTeX]
Scanpath and Saliency Prediction on 360 degree Images, M. Assens, X. Giro-i-Nieto, K. McGuinness, N. E. O'Connor, Signal Processing: Image Communication, 2018 [DOI] [BibTeX]
Saliency Weighted Convolutional Features for Instance Search, E. Mohedano, K. McGuinness, X. Giro-i-Nieto, N. E. O'Connor, Content-Based Multimedia Indexing (CBMI), 2018 [GitHub] [arXiv] [DORAS] [BibTeX] (accepted)
People, Penguins and Petri Dishes: Adapting Object Counting Models to New Visual Domains And Object Types Without Forgetting, M. Marsden, K. McGuinness, S. Little, C. E. Keogh, N. E. O'Connor, Computer Vision and Pattern Recognition (CVPR), 2018 [arXiv] [OpenAccess] [Dataset] [BibTeX]
A Text Recognition and Retrieval System for e-Business Image Management, J. Zhou, K. McGuinness, N. E. O’Connor, International Conference on Multimedia Modeling (MMM), 2018 [DOI] [DORAS] [BibTeX]
Object Retrieval with Deep Convolutional Features, E. Mohedano, A. Salvador, K. McGuinness, X. Giro-i-Nieto, N. E. O’Connor, F. Marques, Deep Learning for Image Processing Applications, IOS Press, 2017 [DOI] [BibTeX]
Educational video classification by using a transcript to image transform and supervised learning, H. Chatbri, M. Oliveira, K. McGuinness, S. Little, K. Kameyama, P. Kwan, A. Sutherland, N. E. O’Connor, International Conference on Image Processing Theory, Tools and Applications (IPTA), 2017 [DORAS] [BibTeX]

Open Source

Sacred is a tool to help you configure, organize, log and reproduce experiments. (Contributor)
Code for our CVPR paper "Shallow and Deep Convolutional Networks for Saliency Prediction" (Contributor)
Front end to the AXES home system (AXES EU FP7). (Lead Developer)
Front end to the AXES research system (AXES EU FP7). (Lead Developer)
TextMate Style Autocompletion for Gedit. (Lead Developer)
A gedit plugin that automatically inserts brackets, quotes, and parenthesis. (Lead Developer)

Projects

Synchronoss project (Principal Investigator)
SFI Insight Targetted Project. Started: January 2017, Duration: 9 months.
Image tagging and near duplicate detection.
Cloud-LSVA (Researcher)
EU H2020. Started: January 2016, Duration: 3 years.
Software for efficient and collaborative semiautomatic labelling and exploitation of large-scale video data solving existing needs for ADAS and Digital Cartography industries. [Website]
VisualID DRAW (Principal Investigator)
Enterprise Ireland Innovation Partnership. Started: April 2015, Duration: 18 months.
Digital asset workflow automation using image recognition.
Irish Times Cropper (Principal Investigator)
SFI Insight Targetted Project. Started: January 2015, Duration: 18 months.
Intelligent image clipping and cropping.
Smart Stadium (Consultant)
DCU, Intel, ASU, Croke Park . Started: January 2015, Duration: .
Pilot test-bed for IoT technologies.
SportsVantage (Principal Investigator)
Enterprise Ireland Commercialization Fund. Started: 2013, Duration: 18 months.
Video and social analytics for sports event detection.
AXES (DCU Technical Lead)
European Union FP7-ICT. Started: January 2011, Duration: 4 years.
The goal of AXES was to develop tools that provide various types of users with new engaging ways to interact with audiovisual libraries, helping them discover, browse, navigate, search and enrich archives. [Website]
Checkventory (Principal Investigator)
Enterprise Ireland Innovation Voucher. Started: 2014, Duration: 4 months.
State-of-the-art report and research plan for image recapture detection on smartphones.
Kinesense (Principal Investigator)
Enterprise Ireland Innovation Voucher. Started: 2013, Duration: 4 months.
State-of-the-art report and research plan to improve video analytics software being used by Kinesense Ltd.
VIOLET (Principal Investigator)
Enterprise Ireland Commercial Feasibility Study. Started: 2013, Duration: 6 months.
Investigating the commercial potential of segmentation tools.
Videocrisp (Principal Investigator)
Enterprise Ireland Innovation Voucher. Started: 2013, Duration: 4 months.
State-of-the-art and research plan for background subtraction and matting in talking-head type videos.
In the Zone (Consultant)
Enterprise Ireland Commercialization Fund. Started: 2012, Duration: 24 months.
Zone-based wifi localization.
Netwatch (Consultant)
Enterprise Ireland Innovation Partnership. Started: 2011, Duration: 18 months.
Image and video surveillance tools.
Sponge It (Researcher)
Enterprise Ireland Innovation Partnership. Started: 2010, Duration: 12 months.
Brand and logo recognition in images.
Disney Communicator (Researcher)
Enterprise Ireland Commercialization Fund. Started: 2009, Duration: 24 months.
Mobile device and HCI research.
K-Space (Ph.D. Researcher)
EU FP7. Started: 2006, Duration: 48 months.
K-Space aimed at narrowing the gap between automatically computed content descriptors, and the richness and subjectivity of semantics in high-level human interpretations of audiovisual media: the semantic gap.

Teaching

Data Analytics and Machine Learning (Lecturer, Module Coordinator)
Graduate Module, Dublin City University. 2017, 2018. [Module description]
Computer and Communication System Technologies (Lecturer, Module Coordinator)
Undergraduate Module, Dublin City University. 2018.
Mobile Robotics (Lecturer, Module Coordinator)
Undergraduate Module, Dublin City University. 2018.
Deep Learning for Computer Vision Summer School (Lecturer)
Graduate Summer School, Universitat Politècnica de Catalunya. 2016, 2017, 2018 (1 week). [2016 Website (Videos and Slides)] [2017 Website (Slides)] [2018 Website (Videos and Slides)]
Digital Worlds (Guest Lecturer)
Undergraduate Module, Dublin City University. 2015, 2016.
Advanced Literature Analysis (Lecturer)
Graduate Module, Dublin City University. 2014-2015.
Image and Video Compression (Lecturer)
Graduate Module, Dublin City University. 2012-2014.
Computer Vision and Interactive Segmentation (Invited Lecturer)
Graduate Seminar Series, Universitat Politècnica de Catalunya. 2013 (2 weeks).
Introduction to Engineering and Computing (Lecturer)
Undergraduate Module, Dublin City University. 2010.
Image and Video Compression (Lab Demonstrator)
Module, Dublin City University. 2006-2009.
Mobile Robotics (Lab Demonstrator)
Module, Dublin City University. 2007.

Students and Former Students

Professional Activities

Journal reviewer

  • IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018
  • Computer Vision and Image Understanding (CVIU), 2011, 2014, 2015, 2016, 2017, 2018
  • IEEE Transactions on Multimedia, 2014, 2016, 2017
  • ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2017, 2018
  • Multimedia Tools and Applications (MTAP), 2010, 2013, 2014, 2015, 2016
  • Signal Processing, 2014
  • IET Computer Vision, 2014
  • Signal Processing, Image Communication, 2011, 2014, 2015
  • Pattern Recognition, 2012, 2013, 2014
  • IEEE Transactions on Image Processing, 2011, 2012
  • IEEE Transactions on Computing and Cultural Heritage, 2011
  • ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2010

Programme committees

  • ACM Multimedia, 2015, 2016, 2017, 2018
  • Irish machine vision and image processing conference (IMVIP), 2014, 2015, 2016, 2017
  • SIGIR, 2016
  • Asia Information Retrieval Societies Conference (AIRS), 2016
  • Irish Human Computer Interaction Conference (iHCI), 2014
  • International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), 2010, 2013
  • European Conference on Information Retrieval (ECIR), 2011

Conference reviewer

  • Neural Information Processing Systems (NIPS), 2016, 2017, 2018
  • International Conference on Machine Learning (ICML), 2018
  • International Conference on Learning Representations (ICLR), 2018
  • International Conference on Multimedia Retrieval (ICMR), 2014, 2017, 2018
  • International Conference on Image Processing (ICIP), 2011
  • International Conference on Information and Knowledge Management (CIKM), 2010
  • International Conference on Multimedia and Expo (ICME), 2008, 2009

Other

  • DCU computer vision reading group founder and main organizer (2012-)
  • Involved in DCU TRECVid benchmark participation since 2006

Publications

Journals

Scanpath and Saliency Prediction on 360 degree Images, M. Assens, X. Giro-i-Nieto, K. McGuinness, N. E. O'Connor, Signal Processing: Image Communication, 2018 [DOI] [BibTeX]
Enriching the Fan Experience in a Smart Stadium using Internet of Things Technologies, S. Panchanathan, S. Chakraborty, T. McDaniel, R. Tadayon, B. Fakhri, N. E. O’Connor, M. Marsden, S. Little, K. McGuinness, D. Monaghan, International Journal of Semantic Computing, 2017 [DOI] [BibTeX]
An interactive segmentation tool for quantifying fat in lumbar muscles using axial lumbar-spine MRI, J. Antony, K. McGuinness, N. Welch, J. Coyle, A. Franklyn-Miller, N. O'Connor, K. Moran, Innovation and Research in Biomedical Engineering (IRBM), 2016 [DOI] [arXiv] [DORAS] [BibTeX]
Improving object segmentation by using EEG signals and rapid serial visual presentation, E. Mohedano, G. Healy, K. McGuinness, X. Giro-i-Nieto, N. O'Connor, A. Smeaton, Multimedia Tools and Applications, 2015 [DOI] [Preprint] [DORAS] [BibTeX]
The variance needed to accurately describe jump height from vertical ground reaction force data, C. Richter, K. McGuinness, N. O'Connor, K. Moran, Journal of Applied Biomechanics, 2014 [DOI] [BibTeX]
Detection and classification of anomalous events in water quality datasets within a smart city-smart bay project, T. Sullivan, D. Zhang, K. McGuinness, E. O'Connor, N. O'Connor, F. Regan, Advances in Intelligent Systems, 2014 [Preprint] [DORAS] [BibTeX]
Characterisation and anti-settlement aspects of surface micro-structures from cancer pagurus, T. Sullivan, K. McGuinness, N. O'Connor, F. Regan, Bioinspiration and Biomimetics, 2014 [DOI] [BibTeX]
The video browser showdown: a live evaluation of interactive video search tools , K. Schoeffmann, D. Ahlstrom, W. Bailer, C. Cobarzan, F. Hopfgartner, K. McGuinness, C. Gurrin, C. Frisson, D. Le, M. D. Fabro, H. Bai, W. Weiss, International Journal of Multimedia Information Retrieval, 2014 [DOI] [Preprint] [BibTeX]
Real-time field sports scene classification using colour and frequency space decompositions, R. Kapela, K. McGuinness, N. O'Connor, Journal of Real-time Image Processing, 2014 [DOI] [BibTeX]
Toward automated evaluation of interactive segmentation, K. McGuinness, N. O'Connor, Computer Vision and Image Understanding, 2011 [DOI] [Preprint] [DORAS] [BibTeX]
Wireless aquatic navigator for detection and analysis (WANDA), C. Fay, K. Lau, S. Beirne, K. McGuinness, B. Corcoran, D. Diamond, S. McGovern, G. Coleman, R. Shepherd, G. Alici, G. Spinks, G. Wallace, Sensors and Actuators B: Chemical, 2010 [DOI] [Preprint] [DORAS] [BibTeX]
A comparative evaluation of interactive segmentation algorithms, K. McGuinness, N. O'Connor, Pattern Recognition, 2010 [DOI] [Preprint] [DORAS] [BibTeX]

Conferences

Demonstration of an Open Source Framework for Qualitative Evaluation of CBIR Systems, P. G. Duran, E. Mohedano, K. McGuinness, X. Giro-i-Nieto, N. E. O'Connor, ACM Multimedia, 2018 [DOI] [BibTeX]
Saliency Weighted Convolutional Features for Instance Search, E. Mohedano, K. McGuinness, X. Giro-i-Nieto, N. E. O'Connor, Content-Based Multimedia Indexing (CBMI), 2018 [GitHub] [arXiv] [DORAS] [BibTeX] (accepted)
People, Penguins and Petri Dishes: Adapting Object Counting Models to New Visual Domains And Object Types Without Forgetting, M. Marsden, K. McGuinness, S. Little, C. E. Keogh, N. E. O'Connor, Computer Vision and Pattern Recognition (CVPR), 2018 [arXiv] [OpenAccess] [Dataset] [BibTeX]
A Text Recognition and Retrieval System for e-Business Image Management, J. Zhou, K. McGuinness, N. E. O’Connor, International Conference on Multimedia Modeling (MMM), 2018 [DOI] [DORAS] [BibTeX]
Educational video classification by using a transcript to image transform and supervised learning, H. Chatbri, M. Oliveira, K. McGuinness, S. Little, K. Kameyama, P. Kwan, A. Sutherland, N. E. O’Connor, International Conference on Image Processing Theory, Tools and Applications (IPTA), 2017 [DORAS] [BibTeX]
ResnetCrowd: A Residual Deep Learning Architecture for Crowd Counting, Violent Behaviour Detection and Crowd Density Level Classification, M. Marsden, K. McGuinness, S. Little, N. E. O'Connor, IEEE Advanced Video and Signal-based Surveillance (AVSS), 2017 [arXiv] [BibTeX]
Automatic Detection of Knee Joints and Quantification of Knee Osteoarthritis Severity using Convolutional Neural Networks, J. Anthony, K. McGuinness, K. Moran, N. E. O'Connor, International Conference on Machine Learning and Data Mining (MLDM), 2017 [DOI] [arXiv] [BibTeX]
Fully Convolutional Crowd Counting On Highly Congested Scenes, M. Marsden, K. McGuinness, S. Little, N. E. O'Connor, International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP), 2017 [arXiv] [DORAS] [BibTeX]
Smart Stadium for Smarter Living: Enriching the Fan Experience, S. Panchanathan, S. Chakraborty, T. McDaniel, M. Bunch, N. E. O’Connor, S. Little, K. McGuinness, M. Marsden, IEEE International Symposium on Multimedia (ISM), 2016 [DOI] [BibTeX]
Quantifying radiographic knee osteoarthritis severity using deep convolutional neural networks, J. Antony, K. McGuinness, N. O'Connor, K. Moran, International Conference on Pattern Recognition (ICPR), 2016 [arXiv] [DORAS] [BibTeX]
Reduction of false alarms triggered by spiders/cobwebs in surveillance camera networks, R. Hebbalaguppe, K. McGuinness, J. Kuklyte, R. Albatal, C. Direkoglu, N. O'Connor, International Conference on Image Processing (ICIP), 2016 [DOI] [Preprint] [DORAS] [BibTeX]
Holistic features for real-time crowd behaviour anomaly detection, M. Marsden, K. McGuinness, S. Little, N. O'Connor, International Conference on Image Processing (ICIP), 2016 [DOI] [arXiv] [BibTeX]
Shallow and deep convolutional networks for saliency prediction, J. Pan, K. McGuinness, E. Sayrol, N. O'Connor, X. Giro-i-Nieto, Computer Vision and Pattern Recognition (CVPR), 2016 [Website] [DOI] [GitHub] [arXiv] [DORAS] [BibTeX]
Bags of local convolutional features for scalable instance search, E. Mohedano, A. Salvador, K. McGuinness, N. O'Connor, X. Giro-i-Nieto, F. Marques, International Conference on Multimedia Retrieval (ICMR), 2016 [GitHub] [DOI] [arXiv] [DORAS] [BibTeX] ★ Best poster award winner
Learning multiple views with orthogonal denoising autoencoders, T. Ye, T. Wang, K. McGuinness, Y. Guo, C. Gurrin, International Conference on Multimedia Modelling (MMM), 2016 [DOI] [Preprint] [DORAS] [BibTeX] ★ Best paper award winner
Improving spatial codification in semantic segmentation, C. Ventura, X. Giro-i-Nieto, V. Vilaplana, K. McGuinness, F. Marques, N. O'Connor, International Conference on Image Processing (ICIP), 2015 [DOI] [Preprint] [DORAS] [BibTeX]
Exploring EEG for object detection and retrieval, E. Mohedano, K. McGuinness, G. Healy, N. O'Connor, A. Smeaton, A. Salvador, S. Porta, X. Giro-i-Nieto, International Conference on Multimedia Retrieval (ICMR), 2015 [DOI] [arXiv] [DORAS] [BibTeX]
Object segmentation in images using EEG signals, E. Mohedano, G. Healy, K. McGuinness, X. Giro-i-Nieto, N. O'Connor, A. Smeaton, ACM Multimedia (MM), 2014 [DOI] [arXiv] [DORAS] [BibTeX]
Fat quantification in MRI-defined lumbar muscles, J. Antony, K. McGuinness, N. Welch, J. Coyle, A. Franklyn-Miller, N. O'Connor, K. Moran, International Conference on Image Processing Theory, Tools, and Applications (IPTA), 2014 [DOI] [Preprint] [DORAS] [BibTeX]
Beyond metadata: searching your archive based on its audiovisual content, T. Tommasi, O. Parkhi, R. Aly, K. McGuinness, R. Ordelman, K. Chatfield, A. Zisserman, R. Arandjelovic, T. Tuytelaars, IBC 2014, 2014 [PDF] [DOI] [BibTeX]
The AXES research video search system, K. McGuinness, R. Aly, K. Chatfield, O. Parkhi, R. Arandjelovic, M. Douze, M. Kemman, M. Kleppe, P. V. D. Kreeft, K. Macquarrie, A. Ozerov, N. O'Connor, F. D. Jong, A. Zisserman, C. Schmid, P. Perez, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2014 [Preprint] [DORAS] [BibTeX]
Audio-visual classification video browser, D. Scott, Z. Zhang, R. Albatal, K. McGuinness, E. Acar, F. Hopfgartner, C. Gurrin, N. O'Connor, A. Smeaton, International Conference on MultiMedia Modeling (MMM), 2014 [DOI] [Preprint] [DORAS] [BibTeX]
Average precision: good guide or false friend to multimedia search effectiveness? , R. Aly, D. Trieschnigg, K. McGuinness, N. O'Connor, F. D. Jong, International Conference on MultiMedia Modeling (MMM), 2014 [DOI] [Preprint] [BibTeX]
Smart multi-modal marine monitoring via visual analysis and data fusion, D. Zhang, E. O'Connor, T. Sullivan, K. McGuinness, F. Regan, N. O'Connor, ACM Multimedia Workshop on Multimedia analysis for Ecological Data (MAED), 2013 [DOI] [Preprint] [DORAS] [BibTeX]
Improved graph cut segmentation by learning a contrast model on the fly, K. McGuinness, N. O'Connor, International Conference on Image Processing (ICIP), 2013 [DOI] [Preprint] [DORAS] [BibTeX]
The AXES PRO video search system, K. McGuinness, N. O'Connor, R. Aly, F. D. Jong, K. Chatfield, O. Parkhi, R. Arandjelovic, A. Zisserman, M. Douze, C. Schmid, ACM International Conference on Multimedia Retrieval (ICMR), 2013 [DOI] [Preprint] [DORAS] [BibTeX]
Identification of an optimal principal components analysis threshold to describe jump height accurately using vertical ground reaction forces, C. Richter, K. McGuinness, L. Gualano, N. O'Connor, K. Moran, International Society of Biomechanics, 2013 [Preprint] [DORAS] [BibTeX]
Identification of moving objects in poor quality surveillance data, J. Kuklyte, K. McGuinness, R. Hebbalaguppe, C. Direkoglu, L. Gualano, N. O'Connor, International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), 2013 [DOI] [BibTeX]
How interaction methods affect image segmentation: user experience in the task, R. Hebbalaguppe, K. McGuinness, J. Kuklyte, G. Healy, N. O'Connor, IEEE Workshop on User-Centred Computer Vision (UCCV), 2013 [DOI] [Preprint] [DORAS] [BibTeX]
DCU at MMM 2013 video browser showdown, D. Scott, J. Guo, C. Gurrin, F. Hopfgartner, K. McGuinness, A. Smeaton, Y. Yang, Z. Zhang, Multimedia modeling conference (MMM), 2013 [DOI] [BibTeX]
A visual sensing platform for creating a smarter multi-modal marine monitoring network, D. Zhang, E. O'Connor, K. McGuinness, N. O'Connor, F. Regan, A. Smeaton, ACM Multimedia Workshop on Multimedia Analysis for Ecological Data (MAED), 2012 [DOI] [Preprint] [DORAS] [BibTeX]
The AXES-lite video search engine, S. Chen, K. McGuinness, R. Aly, N. O'Connor, F. D. Jong, IEEE International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), 2012 [DOI] [Preprint] [DORAS] [BibTeX]
Link anchors in images: is there truth?, R. Aly, K. McGuinness, M. Kleppe, R. Ordelman, N. O'Connor, F. D. Jong, Dutch Belgian Information Retrieval Workshop (DIR), 2012 [PDF] [DORAS] [BibTeX]
Efficient storage and decoding of SURF feature points, K. McGuinness, K. McCusker, N. O'Hare, N. O'Connor, International Conference on Multimedia Modelling (MMM), 2012 [DOI] [Preprint] [DORAS] [BibTeX]
Creation of virtual worlds from 3D models retrieved from content-aware networks based on sketch and image queries, T. Semertzidis, K. McGuinness, P. Daras, L. Makris, N. O'Connor, M. G. Strintzis, International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), 2011 [Preprint] [DORAS] [BibTeX]
The K-Space segmentation tool set, K. McGuinness, N. O'Connor, Semantic and Digital Media Technologies (SAMT), 2008 [Poster] [Preprint] [DORAS] [BibTeX]
Incorporating spatio-temporal mid-level features in a region segmentation algorithm for video sequences, I. Gonzalez-Diaz, K. McGuinness, T. Adamek, F. Diaz-de-Maria, N. O'Connor, IEEE International Conference on Image Processing (ICIP), 2008 [DOI] [BibTeX]
Visual analysis for drum sequence transcription, K. McGuinness, O. Gillet, G. Richard, N. O'Connor, European Signal Processing Conference (EUSIPCO), 2007 [PDF] [Preprint] [IEEExplore] [DORAS] [BibTeX]
Image segmentation evaluation using an integrated framework, K. McGuinness, G. Keenan, T. Adamek, N. O'Connor, International Conference on Visual Information Engineering (VIE), 2007 [PDF] [DORAS] [BibTeX]
A framework for integrating and evaluating automatic region-based segmentation algorithms, K. McGuinness, G. Keenan, T. Adamek, N. O'Connor, International Conference on Semantics And Digital Media Technology (SAMT), 2006 [BibTeX]

Workshops

Saltinet: Scan-path prediction on 360 degree images using saliency volumes, M. Assens, K. McGuinness, X. Giro-i-Nieto, N. E. O’Connor, ICCV workshops, 2017 [CVF] [arXiv] [DORAS] [BibTeX]
Automatic MOOC video classification using transcript features and convolutional neural networks, H. Chatbri, K. McGuinness, S. Little, K. Kameyama, P. Kwan, N. E. O’Connor, CM Workshop on Multimedia-based Educational and Knowledge Technologies for Personalized and Social Online Training, 2017 [DOI] [BibTeX]
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks, J. Pan, C. Canton, K. McGuinness, N. E. O'Connor, J. Torres, E. Sayrol, X. Giro-i-Nieto, Computer Vision and Pattern Recognition Workshops, 2017 [arXiv] [BibTeX]
Semantic indexing of wearable camera images: Kids'Cam concepts, A. Smeaton, K. McGuinness, C. Gurrin, J. Zhou, N. O'Connor, P. Wang, B. Davis, L. Azevedo, A. Freitas, L. Signal, M. Smith, J. Stanley, M. Barr, T. Chambers, C. N. Mhurchu, Workshop on Vision and Language Integration Meets Multimedia Fusion (ACM Multimedia), 2016 [Slides] [DOI] [DORAS] [BibTeX]
Where is my phone? Personal object retrieval from egocentric images, C. Reyes, E. Mohedano, K. McGuinness, N. O'Connor, X. Giro-i-Nieto, International Workshop on Lifelogging Tools and Applications (ACM Multimedia), 2016 [Website] [DOI] [arXiv] [DORAS] [BibTeX]
EEG-based saliency maps, E. Mohedano, G. Healy, K. McGuinness, X. Giro-i-Nieto, N. O'Connor, A. Smeaton, Computer Vision and Pattern Recognition Workshops (CVPR), 2015 [Poster] [BibTeX]

Book chapters

Object Retrieval with Deep Convolutional Features, E. Mohedano, A. Salvador, K. McGuinness, X. Giro-i-Nieto, N. E. O’Connor, F. Marques, Deep Learning for Image Processing Applications, IOS Press, 2017 [DOI] [BibTeX]
Real­-time event detection in field sport videos, R. Kapela, K. McGuinness, A. Swietlicka, N. O'Connor, Computer Vision in Sports, Springer, 2015 [DOI] [Preprint] [DORAS] [BibTeX]

Non-refereed

Dublin City University and Partners’ Participation in the INS and VTT Tracks at TRECVid 2016, M. Marsden, E. Mohedano, K. McGuinness, A. Calafell, X. Giro-i-Nieto, N. E. O'Connor, J. Zhou, L. Azavedo, T. Daudert, B. Davis, M. Hurlimann, H. Afli, J. Du, D. Ganguly, W. Li, A. Way, A. F. Smeaton, NIST TRECVid Workshop, 2016 [DORAS] [BibTeX]
Insight DCU at TRECVID 2015, K. McGuinness, E. Mohedano, A. Salvador, Z. Zhang, M. Marsden, P. Wang, I. Jargalsaikhan, J. Antony, X. Giro-i-Nieto, S. Satoh, N. O’Connor, A. Smeaton, NIST TRECVid Workshop, 2015 [PDF] [BibTeX]
Insight Centre for Data Analytics (DCU) at TRECVid 2014: instance search and semantic indexing tasks, K. McGuinness, E. Mohedano, Z. Zhang, F. Hu, R. Albatal, C. Gurrin, N. O’Connor, A. Smeaton, A. Salvador, X. Giro-i-Nieto, C. Ventura, NIST TRECVid Workshop, 2014 [PDF] [DORAS] [BibTeX]
The AXES submissions at TRECVid 2013, R. Aly, R. Arandjelovic, K. Chatfield, M. Douze, B. Fernando, K. McGuinness, N. O'Connor, D. Oneata, O. Parkhi, D. Potapov, J. Revaud, C. Schmid, J. Schwenninger, D. Scott, T. Tuytelaars, J. Verbeek, H. Wang, A. Zisserman, NIST TRECVid Workshop, 2013 [PDF] [DORAS] [BibTeX]
AXES at TRECVid 2012: KIS, INS, and MED, R. Aly, K. McGuinness, S. Chen, N. O'Connor, K. Chatfield, O. Parkhi, R. Arandjelovic, A. Zisserman, B. Fernando, T. Tuytelaars, D. Oneata, M. Douze, J. Revaud, J. Schwenninger, D. Potapov, H. Wang, Z. Harchaoui, J. Verbeek, C. Schmid, NIST TRECVid Workshop, 2012 [PDF] [DORAS] [BibTeX]
AXES at TRECVid 2011, K. McGuinness, R. Aly, S. Chen, M. Frappier, M. Kleppe, H. Lee, R. Ordelman, R. Arandjelovic, M. Juneja, C. V. Jawahar, A. Vedaldi, J. Schwenninger, S. Tschopel, D. Schneider, N. O'Connor, A. Zisserman, A. Smeaton, H. Beunders, NIST TRECVid Workshop, 2011 [PDF] [DORAS] [BibTeX]
TRECVID 2010 experiments at dublin city university, C. Foley, J. Guo, D. Scott, P. Wilkins, C. Gurrin, A. Smeaton, P. Ferguson, K. McCusker, E. S. Diaz, K. McGuinness, X. Giro-i-Nieto, F. Marques, NIST TRECVid Workshop, 2010 [Slides] [PDF] [DORAS] [BibTeX]
K-Space at TRECVid 2008, P. Wilkins, D. Byrne, G. Jones, H. Lee, G. Keenan, K. McGuinness, N. O'Hare, A. Smeaton, T. Adamek, NIST TRECVid Workshop, 2008 [PDF] [DORAS] [BibTeX]
K-Space at TRECVid 2007, P. Wilkins, T. Adamek, D. Byrne, G. Jones, H. Lee, G. Keenan, K. McGuinness, A. Smeaton, A. Amin, Z. Obrenovic, R. Benmokhtar, E. Galmar, B. Huet, S. Essid, R. Landais, F. Vallet, G. Papadopoulos, S. Vrochidis, V. Mezaris, I. Kompatsiaris, E. Spyrou, Y. Avrithis, R. Morzinger, P. Schallauer, W. Bailer, T. Piatrik, K. Chandramouli, E. Izquierdo, M. Haller, L. Goldmann, A. Samour, A. Cobet, T. Sikora, P. Praks, NIST TRECVid Workshop, 2007 [PDF] [DORAS] [BibTeX]
K-Space at TRECVid 2006, P. Wilkins, T. Adamek, P. Ferguson, M. Hughes, G. Jones, G. Keenan, K. McGuinness, J. Malobabic, D. Sadlier, A. Smeaton, R. Benmokhtar, E. Dumont, B. Huet, B. Merialdo, E. Spyrou, G. Koumoulos, Y. Avrithis, R. Moerzinger, P. Schallauer, W. Bailer, Q. Zhang, T. Piatrik, K. Chandramouli, E. Izquierdo, L. Goldmann, M. Haller, T. Sikora, P. Praks, J. Urban, X. Hilaire, J. Jose, NIST TRECVid Workshop, 2006 [PDF] [DORAS] [BibTeX]

Contact

Dr. Kevin McGuinness
Room S.361
Dublin City University
Glasnevin
Dublin 9
+353-1-700-5133