Search Results for author: Luigi Celona

Found 5 papers, 1 papers with code

Composition and Style Attributes Guided Image Aesthetic Assessment

no code implementations8 Nov 2021 Luigi Celona, Marco Leonardi, Paolo Napoletano, Alessandro Rozza

In this paper we propose a method for the automatic prediction of the aesthetics of an image that is based on the analysis of the semantic content, the artistic style and the composition of the image.

Disentangling Image Distortions in Deep Feature Space

no code implementations26 Feb 2020 Simone Bianco, Luigi Celona, Paolo Napoletano

In this work we take a further step in the direction of a broader understanding of such property by analyzing the capability of deep visual representations to intrinsically characterize different types of image distortions.

Image Quality Assessment

Benchmark Analysis of Representative Deep Neural Network Architectures

2 code implementations1 Oct 2018 Simone Bianco, Remi Cadene, Luigi Celona, Paolo Napoletano

This work presents an in-depth analysis of the majority of the deep neural networks (DNNs) proposed in the state of the art for image recognition.

Aesthetics Assessment of Images Containing Faces

no code implementations22 May 2018 Simone Bianco, Luigi Celona, Raimondo Schettini

Recent research has widely explored the problem of aesthetics assessment of images with generic content.

On the Use of Deep Learning for Blind Image Quality Assessment

no code implementations17 Feb 2016 Simone Bianco, Luigi Celona, Paolo Napoletano, Raimondo Schettini

We report on different design choices, ranging from the use of features extracted from pre-trained Convolutional Neural Networks (CNNs) as a generic image description, to the use of features extracted from a CNN fine-tuned for the image quality task.

Blind Image Quality Assessment

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