Image Quality Assessment for Effective Ear Recognition

نویسندگان

چکیده

Due to the recent challenges in access control, surveillance and security, there is an increased need for efficient human authentication solutions. Ear recognition appealing, where data acquisition procedure contactless, non-intrusive, covert. This article proposes a deep learning-based solution effective ear recognition. We explore multiple strategies enhance learning by using alternative datasets, with wide range of poses. investigate performance proposed models presence various image artifacts, which commonly occur real-life applications. Thus, this study focuses on identifying robustness controlled uncontrolled conditions (dataset dependent). In that direction, we propose our automatic quality assessment model, designed guide system solution. By performing set ear-based experiments extended degraded determined employment model improves identification from 58.72% 97.25% USTB dataset 45.80% 75.11% FERET dataset.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Hybrid Image Quality Measure for Automatic Image Quality Assessment

Automatic image quality assessment has many diverse applications. Existing quality measures are not accurate representatives of the human perception. We present a hybrid image quality (HIQ) measure, which is a combination of four existing measures using an ‘n’ degree polynomial to accurately model the human image perception. First we undertook time consuming human experiments to subjectively ev...

متن کامل

Image Retargeting Quality Assessment

Content-aware image retargeting is a technique that can flexibly display images with different aspect ratios and simultaneously preserve salient regions in images. Recently many image retargeting techniques have been proposed. To compare image quality by different retargeting methods fast and reliably, an objective metric simulating the human vision system (HVS) is presented in this paper. Diff...

متن کامل

Image Quality Assessment Techniques

--Image Quality assessment plays an important role in various image processing applications. It is still an active area of research. A great deal of effort has been made in recent years to develop objective image quality metrics that correlate well with perceived human quality measurement or subjective methods. Most full reference(FR) technique were derived based on pixel to pixel error such as...

متن کامل

Image Quality Assessment Techniques

Image Quality assessment plays an important role in various image processing applications. It is still an active field of research. A great deal of effort has been made in recent years to develop objective image quality metrics that correlate well with perceived human quality measurement or subjective methods. Most full reference(FR) technique were derived based on pixel to pixel error such as ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE Access

سال: 2022

ISSN: ['2169-3536']

DOI: https://doi.org/10.1109/access.2022.3206024