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Complexity Reduction of Learned In-Loop Filtering in Video Coding



Woody Bayliss , Luka Murn , Ebroul Izquierdo , Qianni Zhang , Marta Mrak

* 5 pages, 3 figures, 2 tables 

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Improved CNN-based Learning of Interpolation Filters for Low-Complexity Inter Prediction in Video Coding



Luka Murn , Saverio Blasi , Alan F. Smeaton , Marta Mrak

* IEEE Open Journal of Signal Processing Special Issue on Applied AI and Machine Learning for Video Coding and Streaming, June 2021 

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Towards Transparent Application of Machine Learning in Video Processing



Luka Murn , Marc Gorriz Blanch , Maria Santamaria , Fiona Rivera , Marta Mrak

* International Broadcasting Convention, 11-14 Sep 2020, Amsterdam, Netherlands (Technical Paper section, Virtual) 

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GPT2MVS: Generative Pre-trained Transformer-2 for Multi-modal Video Summarization



Jia-Hong Huang , Luka Murn , Marta Mrak , Marcel Worring

* This paper is accepted by ACM International Conference on Multimedia Retrieval (ICMR), 2021 

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Interpreting CNN for Low Complexity Learned Sub-pixel Motion Compensation in Video Coding



Luka Murn , Saverio Blasi , Alan F. Smeaton , Noel E. O'Connor , Marta Mrak

* 27th IEEE International Conference on Image Processing, 25-28 Oct 2020, Abu Dhabi, United Arab Emirates 

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