| 2026 | ESANN | Predictive Coding inspired convolutional networks can capture the neural dynamics of recurrent processing in human image recognition. | Manshan Guo, Bhavin Choksi, Sari Sadiya, Pablo Oyarzo, Radoslaw Martin Cichy, Gemma Roig |
| 2026 | ESANN | Weakly Supervised Shortcut Learning Mitigation Using Sparse Autoencoders. | Sari Sadiya, Muhammad Ahsan, Despina Tawadros, Phuong Quynh Le, Jrg Schltterer, Christin Seifert, Gemma Roig |
| 2025 | ESANN | Analysing the impact of brain-inspired predictive coding dynamics through gradient based explainability methods. | Bhavin Choksi, Gionata Paolo Zalaffi, Giovanna Maria Dimitri, Gemma Roig |
| 2025 | ESANN | Predictive Coding Dynamics Enhance Model-Brain Similarity. | Manshan Guo, Michael Samjatin, Bhavin Choksi, Sari Sadiya, Radoslaw Martin Cichy, Gemma Roig |
| 2025 | ICASSP | UIDAPLE: Unsupervised Incremental Domain Adaptation through Adaptive Prompt Learning. | Samrat Mukherjee, Tanuj Sur, Saurish Seksaria, Subhasis Chaudhuri, Gemma Roig, Biplab Banerjee |
| 2025 | ICCV | Efficient Unsupervised Shortcut Learning Detection and Mitigation in Transformers. | Lukas Kuhn, Sari Sadiya, Jrg Schltterer, Florian Buettner, Christin Seifert, Gemma Roig |
| 2025 | ICLR | BrainACTIV: Identifying visuo-semantic properties driving cortical selectivity using diffusion-based image manipulation. | Diego Garcia Cerdas, Christina Sartzetaki, Magnus Petersen, Gemma Roig, Pascal Mettes, Iris I. A. Groen |
| 2025 | ICLR | One Hundred Neural Networks and Brains Watching Videos: Lessons from Alignment. | Christina Sartzetaki, Gemma Roig, Cees G. M. Snoek, Iris I. A. Groen |
| 2025 | WACV | On Explaining Knowledge Distillation: Measuring and Visualising the Knowledge Transfer Process. | Gereziher Adhane, Mohammad Mahdi Dehshibi, Dennis Vetter, David Masip, Gemma Roig |
| 2025 | VISIGRAPP | Beyond Data Augmentations: Generalization Abilities of Few-Shot Segmentation Models. | Muhammad Ahsan, Guy Ben-Yosef, Gemma Roig |
| 2024 | ECCV | Limited but Consistent Gains in Adversarial Robustness by Co-training Object Recognition Models with Human EEG. | Manshan Guo, Bhavin Choksi, Sari Sadiya, Alessandro T. Gifford, Martina G. Vilas, Radoslaw Martin Cichy, Gemma Roig |
| 2024 | ICML | Position: An Inner Interpretability Framework for AI Inspired by Lessons from Cognitive Neuroscience. | Martina G. Vilas, Federico Adolfi, David Poeppel, Gemma Roig |
| 2024 | WACV | Learning Class and Domain Augmentations for Single-Source Open-Domain Generalization. | Prathmesh Bele, Valay Bundele, Avigyan Bhattacharya, Ankit Jha, Gemma Roig, Biplab Banerjee |
| 2022 | COLING | Tafsir Dataset: A Novel Multi-Task Benchmark for Named Entity Recognition and Topic Modeling in Classical Arabic Literature. | Sajawel Ahmed, Rob van der Goot, Misbahur Rehman, Carl Kruse, mer zsoy, Alexander Mehler, Gemma Roig |
| 2022 | CVPR | What do navigation agents learn about their environment? | Kshitij Dwivedi, Gemma Roig, Aniruddha Kembhavi, Roozbeh Mottaghi |
| 2020 | AAAI | LCD: Learned Cross-Domain Descriptors for 2D-3D Matching. | Quang-Hieu Pham, Mikaela Angelina Uy, Binh-Son Hua, Duc Thanh Nguyen, Gemma Roig, Sai-Kit Yeung |
| 2020 | ECCV | Duality Diagram Similarity: A Generic Framework for Initialization Selection in Task Transfer Learning. | Kshitij Dwivedi, Jiahui Huang, Radoslaw Martin Cichy, Gemma Roig |
| 2020 | ECCV | Multi-source Open-Set Deep Adversarial Domain Adaptation. | Sayan Rakshit, Dipesh Tamboli, Pragati Shuddhodhan Meshram, Biplab Banerjee, Gemma Roig, Subhasis Chaudhuri |
| 2020 | ICIP | Predictive Coding Networks Meet Action Recognition. | Xia Huang, Hossein Mousavi, Gemma Roig |
| 2020 | IJCNN | Regression-based Music Emotion Prediction using Triplet Neural Networks. | Kin Wai Cheuk, Yin-Jyun Luo, Balamurali B. T., Gemma Roig, Dorien Herremans |
| 2020 | ICPR | AttendAffectNet: Self-Attention based Networks for Predicting Affective Responses from Movies. | Ha Thi Phuong Thao, Balamurali B. T., Dorien Herremans, Gemma Roig |
| 2019 | ASRU | Latent Space Representation for Multi-Target Speaker Detection and Identification with a Sparse Dataset Using Triplet Neural Networks. | Kin Wai Cheuk, Balamurali B. T., Gemma Roig, Dorien Herremans |
| 2019 | CVPR | Representation Similarity Analysis for Efficient Task Taxonomy & Transfer Learning. | Kshitij Dwivedi, Gemma Roig |
| 2019 | CVPR | Deep Anchored Convolutional Neural Networks. | Jiahui Huang, Kshitij Dwivedi, Gemma Roig |
| 2019 | CVPR | JSIS3D: Joint Semantic-Instance Segmentation of 3D Point Clouds With Multi-Task Pointwise Networks and Multi-Value Conditional Random Fields. | Quang-Hieu Pham, Duc Thanh Nguyen, Binh-Son Hua, Gemma Roig, Sai-Kit Yeung |
| 2018 | ECCV | Navigational Affordance Cortical Responses Explained by Scene-Parsing Model. | Kshitij Dwivedi, Gemma Roig |
| 2018 | ICDM | DOPING: Generative Data Augmentation for Unsupervised Anomaly Detection with GAN. | Swee Kiat Lim, Yi Loo, Ngoc-Trung Tran, Ngai-Man Cheung, Gemma Roig, Yuval Elovici |
| 2015 | BMVC | Saliency Prediction with Active Semantic Segmentation. | Ming Jiang, Xavier Boix, Juan Xu, Gemma Roig, Luc Van Gool, Qi Zhao |
| 2013 | CVPR | Sparse Quantization for Patch Description. | Xavier Boix, Michael Gygli, Gemma Roig, Luc Van Gool |
| 2013 | ICCV | Online Video SEEDS for Temporal Window Objectness. | Michael Van den Bergh, Gemma Roig, Xavier Boix, Santiago Manen, Luc Van Gool |
| 2013 | ICCV | Active MAP Inference in CRFs for Efficient Semantic Segmentation. | Gemma Roig, Xavier Boix, Roderick de Nijs, Sebastian Ramos, Kolja Khnlenz, Luc Van Gool |
| 2012 | ECCV | SEEDS: Superpixels Extracted via Energy-Driven Sampling. | Michael Van den Bergh, Xavier Boix, Gemma Roig, Benjamin de Capitani, Luc Van Gool |
| 2012 | ECCV | Nested Sparse Quantization for Efficient Feature Coding. | Xavier Boix, Gemma Roig, Christian Leistner, Luc Van Gool |
| 2012 | IROS | On-line semantic perception using uncertainty. | Roderick de Nijs, Sebastian Ramos, Gemma Roig, Xavier Boix, Luc Van Gool, Kolja Khnlenz |
| 2011 | ICCV | Conditional Random Fields for multi-camera object detection. | Gemma Roig, Xavier Boix, Horesh Ben Shitrit, Pascal Fua |