Publications

You can find video presentations of our work at the following YouTube channel.

M. Menchon, E. Talavera, J. M Massa, P. Radeva, “Behavioural patterns discovery for lifestyle analysis from egocentric photo-streams”, Pervasive and Mobile Computing, 2023. Paper
X. Wang, N. Risi, E. Talavera, E. Chicca, and G. Azzopardi. “Fall detection with event-based data: A case study.” In 20th International Conference on Computer Analysis of Images and Patterns: CAIP2023. Springer, 2023. Paper
X. Wang, E. Talavera, D. Karastoyanova, and G. Azzopardi. “Fall detection with a non-intrusive and first-person vision approach.” IEEE Sensors Journal, 2023. Paper
J. Omara, E. Talavera, D. Otim, D. Turcza, E. Ofumbi, G. Owomugisha, “A field-based recommender system for crop disease detection using machine learning”, Frontiers in Artificial Intelligence, vol. 6, 2023. Paper
W. de Lima Costa, E. Talavera, L.S. Figueiredo, V. Teichrieb, “High-level context representation for emotion recognition in images”, Proceedings of the IEEE/CVF International Conference on Computer Vision, Workshop LatinX in AI, 2023. Paper
W. de Lima Costa, E. Talavera, R. Oliveira, L. S. Figueiredo, J. Teixeira, J. Lima, V. Teichrieb, “A survey on datasets for emotion recognition from vision: limitations and in-the-wild applicability”, Applied Sciences, 2023. Paper

J. Barkai, M. Verheijen, E. Talavera, M. Wilkinson, “A comparative study of source finding techniques in HI emission line cubes using SoFiA, MTObjects and supervised deep learning”, Astronomy & Astrophysics, 2022 Paper, GitHub, Video
K. Boekhoudt, E.Talavera, “Spatial-Temporal Transformer for Crime Recognition in Surveillance Videos”, 18th IEEE International Conference on Advanced Video and Signal-Based Surveillance, 2022. Paper, Video
A. Glavan, E. Talavera, “InstaIndoor and multi-modal deep learning for indoor scene recognition”, Neural Computing and Applications, IF 5.6, Q1, 2022. Paper, GitHub, Media, Video

D. Morales, E. Talavera, B. Remeseiro, “Playing to distraction: towards a robust training of CNN classifiers through visual explanation techniques”, Neural Computing and Applications, IF 5.606, Q1, 2021. Paper, Media
A. Glavan, A. Matei, P. Radeva, E. Talavera, “Does our social life influence our nutritional behaviour? Understanding nutritional habits from egocentric photo-streams”, Expert Systems with Applications, IF 5.452, Q1, 2021. Paper, Video
A. Matei, A. Glavan, P. Radeva, E. Talavera, “Towards Eating Habits Discovery in Egocentric Photo-streams”, IEEE Access, IF 3.745, Q1, 2021. Paper
E. Talavera, N. Petkov, P. Radeva, “Egocentric vision for behavioural understanding”, Book Chapter Wearable Sensors: Fundamentals, Implementation and Applications, 2021.
K. Boekhoudt, A. Matei, M. Aghaei, E. Talavera, “HR-Crime: Human-Related Anomaly Detection in Surveillance Videos”, 19th Conference on Computer Analysis of Images and Patterns (CAIP), 2021. Dataset, Video

E. Talavera, C. Wuerich, N. Petkov, P. Radeva, “Topic modelling for routine discovery from egocentric photo-streams”. Pattern Recognition, IF 7.196, Q1, 2020. Paper
X. Wang, E. Talavera, D. Karastoyanova, G. Azzopardi, “Fall detection and recognition from egocentric visual data: A case study”, International Workshop on Artificial Intelligence for Healthcare Applications, International Conference on Pattern Recognition (ICPR), 2020. Dataset
A. Cartas, E. Talavera, P. Radeva, M. Dimiccoli, “Robust Activity Classification From Collections of Visual Data for Behavior Understanding”, 2nd Workshop on Applications of Egocentric Vision (EgoApp), International Conference on Pattern Recognition (ICPR), 2020.
A. Matei, A. Glavan, E. Talavera, “Deep learning for scene recognition from visual data: a survey”, 15th International Conference on Hybrid Artificial Intelligence Systems (HAIS), 2020. Video
M. Menchon, E. Talavera, J. M Massa, P. Radeva, “Behavioural pattern discovery from collections of egocentric photo-streams”, 8th International Workshop on Assistive Computer Vision and Robotics, European Conference on Computer Vision (ECCV), 2020. Video

E. Talavera, M. Leyva-Vallina, Md M. Sarker, D. Puig, N. Petkov, P. Radeva, “Hierarchical approach to classify food scenes in egocentric photostreams” , Journal Biomedical and Health Informatics (JBHI), IF 4.217, Q1, 2019. Paper
Md. M. Kamal Sarker, H. A. Rashwan, F. Akram, E. Talavera, S. F. Banu, P. Radeva, D. Puig, “Recognizing Food Places in Egocentric Photostreams using Multi-scale Atrous Convolutional Networks and Self-Attention Mechanism”, IEEE Access, IF 4.098, Q1, 2019.
E. Talavera, N. Petkov, P. Radeva, “Unsupervised routine discovery in egocentric photo-streams”, 18th Conference on Computer Analysis of Images and Patterns (CAIP), published in proceedings as Chapter Springer Verlag, 2019. Paper

M. Kamal, H. Rashwan, E. Talavera, S. Furruka, P. Radeva, D. Puig, “MACNet: Multi-scale Atrous Convolution Networks for Food Places Classification in Egocentric Photo-streams”, 3rd Workshop on Egocentric Perception, Interaction and Computing (EPIC), published in the proceedings, 2018.
E. Talavera, A. Cola, N. Petkov, P. Radeva, “Towards Egocentric Person Re-identification and Social Pattern Analysis”, 1st Applications of Intelligent Systems (APPIS), pp. 203-211, published in the proceedings in the series Frontiers in AI and Applications (IOS Press), 2018.

G. Oliveira-Barra, M. Bolaños, E. Talavera, O. Gelonch, M. Garolera, P. Radeva, “Lifelog Retrieval for Memory Stimulation of People with Memory Impairments”, Book Chapter Multi-modal behavior analysis in the wild, Elsevier, 2017.
E. Talavera, P. Radeva, N. Petkov, “Towards Egocentric Sentiment Analysis”, 6th International Conference on Computer Aided Systems Theory (EUROCAST), pp 297-305, published in proceedings as Chapter Springer Verlag, 2017.
G. Oliveira-Barra, M. Bolaños, E. Talavera, A. Dueñas, O. Gelonch, M. Garolera, P. Radeva, “Serious Games Application for Memory Training Using Egocentric Images”, International Conference on Image Analysis and Processing (ICIAP), published in proceedings as Chapter Springer Verlag, 2017.
E. Talavera, N. Strisciuglio, N. Petkov, P. Radeva, “Sentiment Recognition in Egocentric Photostreams,” 8th Iberian Conference on Pattern Recognition and Image Analysis (IBPRIA), pp. 471-479, published in proceedings as Chapter Springer Verlag, 2017.

M. Dimiccoli, M. Bolañnos, E. Talavera, M. Aghaei, G. Stavri, P. Radeva, “SR-Clustering: Semantic Regularized Clustering for Egocentric Photo Streams Segmentation”, International Journal Computer Vision and Image Understanding (CVIU), IF 2.645, Q1, 2016.

E. Talavera, P. Radeva, N. Petkov, “Towards Unsupervised Familiar Scene Recognition in Egocentric Videos,” In 8th GI Conference on Autonomous Systems, pp. 80-91, published in proceedings as Chapter VDI Verlag, 2015.
M. Bolaños, R. Mestre, E. Talavera, X. Giro-i-Nieto, P. Radeva, “Visual Summary of Egocentric Photostreams by Representative Keyframes”, In International Workshop on Wearable and Ego-vision Systems for Augmented Experience (WEsAX), pp. 1-6, published in the proceedings, 2015.
E. Talavera, M. Dimiccoli, M. Bolaños, M. Aghaei, P. Radeva, “R-Clustering for Egocentric Video Segmentation,” 7th Iberian Conference on Pattern Recognition and Image Analysis (IBPRIA), pp. 327-336, Chapter Springer Verlag, 2015.