Search Results for author: Marc Gorriz Blanch

Found 5 papers, 2 papers with code

Multi-encoder Network for Parameter Reduction of a Kernel-based Interpolation Architecture

no code implementations13 May 2022 Issa Khalifeh, Marc Gorriz Blanch, Ebroul Izquierdo, Marta Mrak

Despite all the benefits interpolation methods offer, many of these networks require a lot of parameters, with more parameters meaning a heavier computational burden.

Video Frame Interpolation

DCNGAN: A Deformable Convolutional-Based GAN with QP Adaptation for Perceptual Quality Enhancement of Compressed Video

no code implementations22 Jan 2022 Saiping Zhang, Luis Herranz, Marta Mrak, Marc Gorriz Blanch, Shuai Wan, Fuzheng Yang

Deformable convolutions can operate on multiple frames, thus leveraging more temporal information, which is beneficial for enhancing the perceptual quality of compressed videos.

Generative Adversarial Network Quantization

Towards Transparent Application of Machine Learning in Video Processing

no code implementations26 May 2021 Luka Murn, Marc Gorriz Blanch, Maria Santamaria, Fiona Rivera, Marta Mrak

Machine learning techniques for more efficient video compression and video enhancement have been developed thanks to breakthroughs in deep learning.

BIG-bench Machine Learning Video Compression +1

Attention-based Stylisation for Exemplar Image Colourisation

1 code implementation4 May 2021 Marc Gorriz Blanch, Issa Khalifeh, Alan Smeaton, Noel O'Connor, Marta Mrak

Stylised outputs are then obtained by computing similarities between both feature representations in order to transfer the style of the reference to the content of the target input.

Style Transfer

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