Posts

Do you want to know more about achieving high accuracy results when only small labeled sets are available? Check our paper “Weakly Supervised Learning based on Hypergraph Manifold Ranking”, just published in the Journal of Visual Communication and Image Representation.

Are you looking for a robust dataset for studying the Brazilian Cerrado vegetation? Check our paper “A High-Spatial Resolution Dataset and Few-shot Deep Learning Benchmark for Image Classification”, just accepted for publication in the SIBGRAPI - Conference on Graphics, Patterns and Images.

Do you want to know more about metric learning in incomplete supervision scenarios? Check our paper “Mixup-based Deep Metric Learning Approaches for Incomplete Supervision”, just accepted for publication in the IEEE International Conference on Image Processing.

Do you want to know more about deciding which samples have to be prioritized for labeling in a new unseen dataset? Check our paper “Low-Budget Label Query through Domain Alignment Enforcement”, just published in the Computer Vision and Image Understanding journal.