Search Results for author: Tristan McKinney

Found 2 papers, 1 papers with code

Improving self-supervised representation learning via sequential adversarial masking

no code implementations16 Dec 2022 Dylan Sam, Min Bai, Tristan McKinney, Li Erran Li

Recent methods in self-supervised learning have demonstrated that masking-based pretext tasks extend beyond NLP, serving as useful pretraining objectives in computer vision.

Representation Learning Self-Supervised Learning

Exploiting Invariance in Training Deep Neural Networks

1 code implementation30 Mar 2021 Chengxi Ye, Xiong Zhou, Tristan McKinney, Yanfeng Liu, Qinggang Zhou, Fedor Zhdanov

Inspired by two basic mechanisms in animal visual systems, we introduce a feature transform technique that imposes invariance properties in the training of deep neural networks.

Image Classification Object Detection +1

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