AttentionMix: Data augmentation method that relies on BERT attention mechanism

no code implementations • 20 Sep 2023 • Dominik Lewy, Jacek Mańdziuk

The Mixup method has proven to be a powerful data augmentation technique in Computer Vision, with many successors that perform image mixing in a guided manner.

Data Augmentation Sentiment Analysis +1

StatMix: Data augmentation method that relies on image statistics in federated learning

no code implementations • 8 Jul 2022 • Dominik Lewy, Jacek Mańdziuk, Maria Ganzha, Marcin Paprzycki

Availability of large amount of annotated data is one of the pillars of deep learning success.

Data Augmentation Federated Learning

An overview of mixing augmentation methods and augmentation strategies

no code implementations • 21 Jul 2021 • Dominik Lewy, Jacek Mańdziuk

Deep Convolutional Neural Networks have made an incredible progress in many Computer Vision tasks.

Data Augmentation