Deep Learning and Artificial Intelligence Winter School 2020 (DLAI4) – 18th – 24th November 2020
19th November 2020, 4pm: WISE Industry Talk: Recent Trends in Domain Adaptation for Visual Applications, Gabriela Csurka Khedari
Abstract: The aim of this talk will be to give an overview of visual domain adaptation methods. First, I will briefly recall historical shallow methods. Then, I will discuss different manners to exploit deep convolutional architectures in visual domain adaptation, focusing on image categorization. In the last part of my talk, I will overview recent trends in domain adaptation, including deep discriminative models, adversarial and encoder-decoder based models, network parameter adaptation methods, semi-supervised and curriculum learning based models. I will present methods proposed in the literature for image classification, semantic segmentation, object detection and others.