TracIn: a way to evaluate the impact of specific data on model predictions

10 February 2021

TracIn: a way to evaluate the impact of specific data on model predictions

TracIn is a scalable method for assessing the impact of individual features in data on predictions. The idea behind TracIn is to track the learning process of the model to…

Deep Clustering Approach for Image Classification Task

20 September 2018
deepcluster facebook

Deep Clustering Approach for Image Classification Task

Clustering of images seems to be a well-researched topic. But in fact, little work has been done to adapt it to the end-to-end training of visual features on large-scale datasets.…

Unsupervised Attention-Guided Image-to-Image Translation

30 July 2018
Unsupervised Attention-Guided Image-to-Image Translation

Unsupervised Attention-Guided Image-to-Image Translation

Image-to-image translation is the task of mapping an image from a source domain to a target domain. Applications include image colorization, image super-resolution, style transfer, domain adaptation and data augmentation. Most of the approaches require…