853 citations · 1.3k across the 12 of their papers we have counts for
10 papers · 1 filter
Face anonymization preserving facial expressions and photometric realism
Luigi Celona, Simone Bianco, Raimondo Schettini
The widespread sharing of face images on social media platforms and in large-scale datasets raises pressing privacy concerns, as biometric identifiers can be exploited without cons…
Cross-Camera Distracted Driver Classification through Feature Disentanglement and Contrastive Learning
Luigi Celona, Simone Bianco, Paolo Napoletano
The classification of distracted drivers is pivotal for ensuring safe driving. Previous studies demonstrated the effectiveness of neural networks in automatically predicting driver…
NTIRE 2023 Quality Assessment of Video Enhancement Challenge
Xiaohong Liu, Xiongkuo Min, Wei Sun +69
This paper reports on the NTIRE 2023 Quality Assessment of Video Enhancement Challenge, which will be held in conjunction with the New Trends in Image Restoration and Enhancement W…
Improving Image Captioning Descriptiveness by Ranking and LLM-based Fusion
Luigi Celona, Simone Bianco, Marco Donzella +1
State-of-The-Art (SoTA) image captioning models are often trained on the MicroSoft Common Objects in Context (MS-COCO) dataset, which contains human-annotated captions with an aver…
Understanding Aesthetics with Language: A Photo Critique Dataset for Aesthetic Assessment
Daniel Vera Nieto, Luigi Celona, Clara Fernandez-Labrador
Computational inference of aesthetics is an ill-defined task due to its subjective nature. Many datasets have been proposed to tackle the problem by providing pairs of images and a…
Composition and Style Attributes Guided Image Aesthetic Assessment
Luigi Celona, Marco Leonardi, Paolo Napoletano +1
The aesthetic quality of an image is defined as the measure or appreciation of the beauty of an image. Aesthetics is inherently a subjective property but there are certain factors…
Disentangling Image Distortions in Deep Feature Space
Simone Bianco, Luigi Celona, Paolo Napoletano
Previous literature suggests that perceptual similarity is an emergent property shared across deep visual representations. Experiments conducted on a dataset of human-judged image…
Benchmark Analysis of Representative Deep Neural Network Architectures
Simone Bianco, Remi Cadene, Luigi Celona +1
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. For each DNN multiple performance…
Aesthetics Assessment of Images Containing Faces
Simone Bianco, Luigi Celona, Raimondo Schettini
Recent research has widely explored the problem of aesthetics assessment of images with generic content. However, few approaches have been specifically designed to predict the aest…
On the Use of Deep Learning for Blind Image Quality Assessment
Simone Bianco, Luigi Celona, Paolo Napoletano +1
In this work we investigate the use of deep learning for distortion-generic blind image quality assessment. We report on different design choices, ranging from the use of features…