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Uta Buchler

4 accepted papers

2018

Improving Spatiotemporal Self-Supervision by Deep Reinforcement Learning

ECCV 2018poster

Self-supervised learning of convolutional neural networks can harness large amounts of cheap unlabeled data to train powerful feature representations. As surrogate task, we jointly address ordering of visual data in the spatial and temporal domain. The permutations of training samples, which are at…

2017

LSTM Self-Supervision for Detailed Behavior Analysis

CVPR 2017poster

Behavior analysis provides a crucial non-invasive and easily accessible diagnostic tool for biomedical research. A detailed analysis of posture changes during skilled motor tasks can reveal distinct functional deficits and their restoration during recovery. Our specific scenario is based on a neuros…

Cited by 60PDFScholar