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Deep learning based architectures for cross-domain image processing

Document Image Enhancement and 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

Reducing Label Effort with Deep Active Learning

Estimating Light Effects from a Single Image: Deep Architectures and Ground-Truth Generation

Training strategies for efficient deep image retrieval

Efficient and Scalable Handwritten Word Spotting on Historical Documents using Bag of Visual Words

Visual Saliency for Object Recognition and Object Recognition for Visual Saliency

Leveraging Synthetic Data to Create Autonomous Driving Perception Systems

Geometric Computer Vision Techniques for Scene Reconstruction

Lifelike Humans: Detailed Reconstruction of Expressive Human Faces