Framework for Integration of Medical Image and Text-Based Report Retrieval to Support Radiological Diagnosis

Author:

Kulkarni Siddhivinayak1,Savyanavar Amit1,Kulkarni Pradnya2,Stranieri Andrew3,Ghorpade Vijay4

Affiliation:

1. MAEER's MIT College of Engineering, India

2. Federation University, Australia & MAEER's MIT College of Engineering, India

3. Federation University, Australia

4. Dr. D. Y. Patil College of Engineering and Technology, India

Abstract

Medical images are vital part of diagnostics and patient treatment. With the advent of technology, there is a rapid increase in the number of radiological images produced every day. Attempts have been made to use a Content Based Image Retrieval (CBIR) approach for assisting in radiological diagnosis. However, this approach suffers from the semantic gap problem. Few text retrieval systems are in place for assisting the radiologist to retrieve similar past cases. However, for the least experienced radiologist it is hard to describe the unknown case using text query. Therefore, the aim of this chapter is integrating the radiological CBIR and text based reports retrieval in order to support radiological diagnosis. The proposed technique is described in three stages: a) retrieval by image similarity, b) retrieval by text, and c) fusion of image and text retrieval for better diagnosis. Number of experiments are demonstrated along with their evaluation techniques on mammogram image database.

Publisher

IGI Global

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Comparing Pixel N-grams and Bag of Visual Word Features for the Classification of Diabetic Retinopathy;Proceedings of the Australasian Computer Science Week Multiconference;2019-01-29

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