Search Results for author: Xiaochen Zheng

Found 7 papers, 4 papers with code

A Semantic-driven Approach for Maintenance Digitalization in the Pharmaceutical Industry

no code implementations24 Oct 2023 Ju Wu, Xiaochen Zheng, Marco Madlena, Dimitrios Kyritsis

Based on the review result, a semantic-driven digitalization framework is proposed aiming to improve the digital continuity and cohesion of digital resources and technologies for maintenance activities in the pharmaceutical industry.

SimTS: Rethinking Contrastive Representation Learning for Time Series Forecasting

1 code implementation31 Mar 2023 Xiaochen Zheng, Xingyu Chen, Manuel Schürch, Amina Mollaysa, Ahmed Allam, Michael Krauthammer

Contrastive learning methods have shown an impressive ability to learn meaningful representations for image or time series classification.

Contrastive Learning Representation Learning +3

Rare Wildlife Recognition with Self-Supervised Representation Learning

1 code implementation29 Oct 2022 Xiaochen Zheng

Automated animal censuses with aerial imagery are a vital ingredient towards wildlife conservation.

Contrastive Learning Representation Learning

Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images

1 code implementation17 Aug 2021 Xiaochen Zheng, Benjamin Kellenberger, Rui Gong, Irena Hajnsek, Devis Tuia

In detail, we examine a combination of recent contrastive learning methodologies like Momentum Contrast (MoCo) and Cross-Level Instance-Group Discrimination (CLD) to condition our model on the aerial images without the requirement for labels.

Contrastive Learning

Actionable Cognitive Twins for Decision Making in Manufacturing

no code implementations23 Mar 2021 Jože M. Rožanec, Jinzhi Lu, Jan Rupnik, Maja Škrjanc, Dunja Mladenić, Blaž Fortuna, Xiaochen Zheng, Dimitris Kiritsis

In this paper, we propose a knowledge graph modeling approach to construct actionable cognitive twins for capturing specific knowledge related to demand forecasting and production planning in a manufacturing plant.

Decision Making

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