2024
Label-Efficient Sleep Staging Using Transformers Pre-trained with Position Prediction.
CoRR, 2024
Overcoming the Pitfalls of Vision-Language Model Finetuning for OOD Generalization.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
LiDAR: Sensing Linear Probing Performance in Joint Embedding SSL Architectures.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
2023
Frequency-Aware Masked Autoencoders for Multimodal Pretraining on Biosignals.
CoRR, 2023
MAST: Masked Augmentation Subspace Training for Generalizable Self-Supervised Priors.
Proceedings of the Eleventh International Conference on Learning Representations, 2023
2022
MAEEG: Masked Auto-encoder for EEG Representation Learning.
CoRR, 2022
Towards Multimodal Multitask Scene Understanding Models for Indoor Mobile Agents.
CoRR, 2022
GAUDI: A Neural Architect for Immersive 3D Scene Generation.
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Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Position Prediction as an Effective Pretraining Strategy.
Proceedings of the International Conference on Machine Learning, 2022
2021
Implicit Acceleration and Feature Learning in Infinitely Wide Neural Networks with Bottlenecks.
CoRR, 2021
An Attention Free Transformer.
CoRR, 2021
Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning.
Proceedings of the 38th International Conference on Machine Learning, 2021
2020
Subject-Aware Contrastive Learning for Biosignals.
CoRR, 2020
Capsules with Inverted Dot-Product Attention Routing.
Proceedings of the 8th International Conference on Learning Representations, 2020
2019
Geometric Capsule Autoencoders for 3D Point Clouds.
CoRR, 2019
2017
DeepHash for Image Instance Retrieval: Getting Regularization, Depth and Fine-Tuning Right.
Proceedings of the 2017 ACM on International Conference on Multimedia Retrieval, 2017
2016
A practical guide to CNNs and Fisher Vectors for image instance retrieval.
Signal Process., 2016
2015
DeepHash: Getting Regularization, Depth and Fine-Tuning Right.
CoRR, 2015
Co-regularized deep representations for video summarization.
Proceedings of the 2015 IEEE International Conference on Image Processing, 2015
Compact Global Descriptors for Visual Search.
Proceedings of the 2015 Data Compression Conference, 2015
2014
Learning Deep Hierarchical Visual Feature Coding.
IEEE Trans. Neural Networks Learn. Syst., 2014
Understanding the Nature of First-Person Videos: Characterization and Classification Using Low-Level Features.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2014
2013
Learning Deep Visual Representations. (Apprentissage de Repre'sentations Visuelles Profondes).
PhD thesis, 2013
Top-Down Regularization of Deep Belief Networks.
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013
2012
Unsupervised and Supervised Visual Codes with Restricted Boltzmann Machines.
Proceedings of the Computer Vision - ECCV 2012, 2012
2011
Learning invariant color features with sparse topographic restricted Boltzmann machines.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011
2009
Fuzzy Associative Conjuncted Maps Network.
IEEE Trans. Neural Networks, 2009
I2R ImageCLEF Photo Annotation 2009 Working Notes.
Proceedings of the Working Notes for CLEF 2009 Workshop co-located with the 13th European Conference on Digital Libraries (ECDL 2009) , Corfù, Greece, September 30, 2009
Learning Global and Regional Features for Photo Annotation.
Proceedings of the Multilingual Information Access Evaluation II. Multimedia Experiments, 2009
Learning from an ensemble of Receptive Fields.
Proceedings of the 8th IEEE International Conference on Cognitive Informatics, 2009
2008
Bi-modal Conceptual Indexing for Medical Image Retrieval.
Proceedings of the Advances in Multimedia Modeling, 2008
Learning associations of conjuncted fuzzy sets for data prediction.
Proceedings of the International Joint Conference on Neural Networks, 2008
Exact integral images at generic angles for 2D barcode detection.
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008
Cascaded classification with optimal candidate selection for effective place recognition.
Proceedings of the 2008 IEEE International Conference on Multimedia and Expo, 2008
Using densely recorded scenes for place recognition.
Proceedings of the IEEE International Conference on Acoustics, 2008
Boosting descriptors condensed from video sequences for place recognition.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2008
2007
An image-based outdoor place recognition and information retrieval system.
Proceedings of the 15th International Conference on Multimedia 2007, 2007