Literature DB >> 27378443

Hyperspectral interventional imaging for enhanced tissue visualization and discrimination combining band selection methods.

Dorra Nouri1, Yves Lucas2, Sylvie Treuillet3.   

Abstract

PURPOSE: Hyperspectral imaging is an emerging technology recently introduced in medical applications inasmuch as it provides a powerful tool for noninvasive tissue characterization. In this context, a new system was designed to be easily integrated in the operating room in order to detect anatomical tissues hardly noticed by the surgeon's naked eye.
METHOD: Our LCTF-based spectral imaging system is operative over visible, near- and middle-infrared spectral ranges (400-1700 nm). It is dedicated to enhance critical biological tissues such as the ureter and the facial nerve. We aim to find the best three relevant bands to create a RGB image to display during the intervention with maximal contrast between the target tissue and its surroundings. A comparative study is carried out between band selection methods and band transformation methods. Combined band selection methods are proposed. All methods are compared using different evaluation criteria.
RESULTS: Experimental results show that the proposed combined band selection methods provide the best performance with rich information, high tissue separability and short computational time. These methods yield a significant discrimination between biological tissues.
CONCLUSION: We developed a hyperspectral imaging system in order to enhance some biological tissue visualization. The proposed methods provided an acceptable trade-off between the evaluation criteria especially in SWIR spectral band that outperforms the naked eye's capacities.

Keywords:  Dimensionality reduction; Hyperspectral imaging; LCTF; SWIR; Tissue discrimination; Visualization enhancement

Mesh:

Year:  2016        PMID: 27378443     DOI: 10.1007/s11548-016-1449-5

Source DB:  PubMed          Journal:  Int J Comput Assist Radiol Surg        ISSN: 1861-6410            Impact factor:   2.924


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