Managing Large Dataset Gaps in Urban Air Quality Prediction: DCU-Insight-AQ at MediaEval 2022

no code implementations • 19 Dec 2022 • Dinh Viet Cuong, Phuc H. Le-Khac, Adam Stapleton, Elke Eichlemann, Mark Roantree, Alan F. Smeaton

In this work we focus on gap filling in air quality data where the task is to predict the AQI at 1, 5 and 7 days into the future.

Air Pollution Prediction

Investigating Memorability of Dynamic Media

no code implementations • 31 Dec 2020 • Phuc H. Le-Khac, Ayush K. Rai, Graham Healy, Alan F. Smeaton, Noel E. O'Connor

The Predicting Media Memorability task in MediaEval'20 has some challenging aspects compared to previous years.

Contrastive Representation Learning: A Framework and Review

no code implementations • 10 Oct 2020 • Phuc H. Le-Khac, Graham Healy, Alan F. Smeaton

Examples of how contrastive learning has been applied in computer vision, natural language processing, audio processing, and others, as well as in Reinforcement Learning are also presented.

BIG-bench Machine Learning Contrastive Learning +2