×

Efficient Evaluation of Image Quality via Deep-Learning Approximation of Perceptual Metrics

News / News / Efficient Evaluation of Image Quality via Deep-Learning Approximation of Perceptual Metrics
21 October. 2019

Efficient Evaluation of Image Quality via
Deep-Learning Approximation of Perceptual
Metrics

Alessandro Artusi, Francesco Banterle, Fabio Carrara, and Alejandro Moreo

Congratulations to Dr. Alessandro Artusi, Team Leader of the DeepCamera Multidisciplinary Research Group, on his recently accepted publication with title "Efficient Evaluation of Image Quality via Deep-Learning Approximation of Perceptual Metrics".
 

Journal: IEEE Transaction on Image Processing Impact Factor 6.79

Digital Object Identifier: 10.1109/TIP.2019.2944079

 
Abstract:
Abstract—Image metrics based on Human Visual System (HVS) play a remarkable role in the evaluation of complex image processing algorithms. However, mimicking the HVS is known to be complex and computationally expensive (both in terms of time and memory), and its usage is thus limited to a few applications and to small input data. All of this makes such metrics not fully attractive in real-world scenarios. To address these issues, we propose Deep Image Quality Metric (DIQM), a deep-learning approach to learn the global image quality feature
(mean-opinion-score). DIQM can emulate existing visual metrics efficiently, reducing the computational costs by more than an order of magnitude with respect to existing implementations.
More News
Chief Scientist visits CYENS Centre of Excellence
We had the pleasure to welcome yesterday at our premises the Chief Scientist, Dr. Nikolas...
04 May. 2022
Information Webinar on new UCY Master on Artificial Intelligence
The webinar will be held on Wednesday May 4th at 5pm through Zoom (the link is given below), with...
02 May. 2022
“Data as Common Ground” series of events
We would like to thank all who participated at the “Data as Common Ground” series of events...
27 April. 2022
Presenting at the 36th Hybrid EFPSA Congress
The CYENS Centre of Excellence participated at the 36th EFPSA – European Federation of Psychology...
15 April. 2022
Displaying results 1-4 (of 156)
 |<  < 1 - 2 - 3 - 4 - 5 - 6 - 7 - 8 - 9 - 10  >  >|