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Can I read 2021 IEEE International Conference on Image Processing (ICIP) on EtoBox?
2021 IEEE International Conference on Image Processing (ICIP) by Bourbia, Salima (author);Karine, Ayoub (author);Chetouani, Aladine (author);Hassoun, Mohammed El (author) is a nonfiction available to read on EtoBox.
What is 2021 IEEE International Conference on Image Processing (ICIP) about?
This paper addresses the problem of blind stereoscopic image quality assessment (NR-SIQA) using a new multi-task deep learning based-method. In the field of stereoscopic vision, the information is fairly distributed between the left and right views as well as the binocular phenomenon. In this work, we propose to integrate these characteristics to estimate the quality of stereoscopic images without reference through a convolutional neural network. Our method is based on two main tasks: the first task predicts naturalness analysis based features adapted to stereo images, while the second task predicts the quality of such images. The former, so-called auxiliary task, aims to find more robust and relevant features to improve the quality prediction. To do this, we compute naturalness-based features using a Natural Scene Statistics (NSS) model in the complex wavelet domain. It allows to capture the statistical dependency between pairs of the stereoscopic images. Experiments are conducted on the well known LIVE PHASE I and LIVE PHASE II databases. The results obtained show the relevance of our method when comparing with those of the state-of-the-art. Our code is available online on https:
Who reads 2021 IEEE International Conference on Image Processing (ICIP)?
It is typically read by self-directed learners exploring a subject in depth.
Common subject areas: history, science, philosophy, social sciences.
- Author
- Bourbia, Salima (author);Karine, Ayoub (author);Chetouani, Aladine (author);Hassoun, Mohammed El (author)
- Publisher
- IEEE
- Published
- 2021
- Language
- EN
- Category
- nonfiction