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Exploring the role of Text in Visual Question Answering on Natural Scenes and Documents

Towards Unsupervised Representation Learning: Learning, Evaluating and Transferring Visual Representations

Towards Robustness in Computer-based Image Understanding

Advancing Vision-based End-to-End Autonomous Driving

Towards Source-Free Domain Adaption of Neural Networks in an Open World

Deep Learning Based Data Fusion Approaches for the Assessment of Cognitive States on EEG Signals

Synth-to-real semi-supervised learning for visual tasks

Going beyond Classification Problems for the Continual Learning of Deep Neural Networks

Deep learning based architectures for cross-domain image processing

Document Image Enhancement & Recognition in Low Resource Scenarios: Application to Ciphers and Handwritten Text

Leveraging Scene Text Information for Image Interpretation

A Bitter-Sweet Symphony on Vision and Language: Bias and World Knowledge

Reading Music Systems: From Deep Optical Music Recognition to Contextual Methods

Deep Metric Learning for re-identification, tracking and hierarchical novelty detection

Self-supervised learning for image-to-image translation in the small data regime

Continual learning for hierarchical classification, few-shot recognition, and multi-modal learning

Towards Efficient and Robust Convolutional Neural Networks for Single Image Super-Resolution

Monocular Depth Estimation for Autonomous Driving

Towards Smart Fashion: Visual Recognition of Products and Attributes

Towards Practical Neural Image Compression