Diagnostic captioning: a survey
نویسندگان
چکیده
Abstract Diagnostic captioning (DC) concerns the automatic generation of a diagnostic text from set medical images patient collected during an examination. DC can assist inexperienced physicians, reducing clinical errors. It also help experienced physicians produce reports faster. Following advances deep learning, especially in generic image captioning, has recently attracted more attention, leading to several systems and datasets. This article is extensive overview DC. presents relevant datasets, evaluation measures, up-to-date systems. highlights shortcomings that hinder DC’s progress proposes future directions.
منابع مشابه
Phrase-based Image Captioning
Generating a novel textual description of an image is an interesting problem that connects computer vision and natural language processing. In this paper, we present a simple model that is able to generate descriptive sentences given a sample image. This model has a strong focus on the syntax of the descriptions. We train a purely bilinear model that learns a metric between an image representat...
متن کاملStack-Captioning: Coarse-to-Fine Learning for Image Captioning
The existing image captioning approaches typically train a one-stage sentence decoder, which is difficult to generate rich fine-grained descriptions. On the other hand, multi-stage image caption model is hard to train due to the vanishing gradient problem. In this paper, we propose a coarse-to-fine multistage prediction framework for image captioning, composed of multiple decoders each of which...
متن کاملPhotovoltaics characterization: A survey of diagnostic measurements
The advancement of the photovoltaic technology is closely linked to the standard evaluation of the product, the diagnosis of problems, the validation of materials and cell properties, and the engineering and documentation of the ensemble of device properties from internal interfaces through power outputs. The focus of this paper is on some of the more common, visible, and important techniques d...
متن کاملDiagnostic Reference Levels for Computed Tomography Examinations in Iran: A Nationwide Radiation Dose Survey
Introduction: International Commission on Radiological Protection introduced three basic principles of radiation protection, namely justification, optimization, and dose limit. Medical exposure has no dose limits, and generally, diagnostic reference levels are used as a tool for optimization of patient protection. Material and Methods: Dosimetry was performed on 20 CT scanners located in 14 cit...
متن کاملذخیره 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: Knowledge and Information Systems
سال: 2022
ISSN: ['0219-3116', '0219-1377']
DOI: https://doi.org/10.1007/s10115-022-01684-7