A Deeper Look at Dataset Bias

no code implementations • 6 May 2015 • Tatiana Tommasi, Novi Patricia, Barbara Caputo, Tinne Tuytelaars

The presence of a bias in each image data collection has recently attracted a lot of attention in the computer vision community showing the limits in generalization of any learning method trained on a specific dataset.

Learning to Learn, from Transfer Learning to Domain Adaptation: A Unifying Perspective

no code implementations • CVPR 2014 • Novi Patricia, Barbara Caputo

The transfer learning and domain adaptation problems originate from a distribution mismatch between the source and target data distribution.

Domain Adaptation Transfer Learning