Progress in fully automated abdominal CT interpretation-an update over the past decade
Vivek Batheja1, Ronald Summers2
1National Institutes of Health, Bethesda, USA. bathejavivek@gwu.edu.
Abdominal Radiology (New York)
|July 8, 2025
Summary
This review covers a decade of progress in automated abdominal CT interpretation, highlighting AI techniques for image analysis, disease detection, and classification to improve radiology workflows and patient care.
Area of Science:
- Radiology
- Artificial Intelligence
- Medical Imaging
Background:
- Fully automated abdominal CT interpretation has seen significant advancements.
- AI-driven image analysis is transforming diagnostic capabilities.
Purpose of the Study:
- To review progress in automated abdominal CT interpretation over the last decade.
- To focus on AI techniques for quantitative analysis, detection, and classification of abdominal pathologies.
Main Methods:
- Review of segmentation techniques for abdominal organs.
- Assessment of clinical applications and performance of automated analysis.
- Exploration of AI developments like foundation models and multimodal analysis.
Main Results:
- Significant progress in automated image analysis for abdominal CT.
- Demonstrated potential of AI in detecting and classifying pathologies.
- Emerging AI technologies show promise for enhanced interpretation.
Conclusions:
- AI holds substantial potential to streamline radiology workflows.
- Automated interpretation can help reduce radiologist burnout.
- Advancements in AI are poised to enhance patient care in abdominal imaging.
Related Concept Videos
Computed Tomography
6.3K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
6.3K
Imaging Studies III: Computed Tomography
56
DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
56
Imaging Studies for Cardiovascular System V: CT
71
Cardiac computed tomography (CT) scanning is an advanced cardiac imaging technique that utilizes CT technology, with or without intravenous (IV) contrast, to produce accurate cross-sectional virtual slices of specific areas of the heart, coronary circulation, and major blood vessels such as the aorta, pulmonary veins, and arteries. The computer processes these slices to generate three-dimensional images. Multidetector CT (MDCT) is a rapid form of CT scanning that captures multiple slices...
71
Imaging Studies I: CT and MRI
452
Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
452
Imaging Studies III: Gastrointestinal Motility Studies and Virtual Colonoscopy
149
This lesson explores three gastrointestinal imaging techniques: radionuclide testing, colonic transit studies, and virtual colonoscopy.
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
149
Radiological Investigation I: X-ray and CT
424
Radiological investigations, including X-rays and computed tomography (CT) scans, are critical for diagnosing and evaluating various medical conditions. These imaging techniques provide valuable insights into the body's internal structures, aiding in the detection of abnormalities, assessment of disease progression, and development of treatment strategies. This article delves into two primary radiological investigations, chest X-rays and CT scans, outlining their purpose, procedures, and...
424


