Artificial intelligence and convolution neural networks assessing mammographic images: a narrative literature review.

Journal of Medical Radiation Sciences
Dennis Jay WongWarren Reed

Abstract

Studies have shown that the use of artificial intelligence can reduce errors in medical image assessment. The diagnosis of breast cancer is an essential task; however, diagnosis can include 'detection' and 'interpretation' errors. Studies to reduce these errors have shown the feasibility of using convolution neural networks (CNNs). This narrative review presents recent studies in diagnosing mammographic malignancy investigating the accuracy and reliability of these CNNs. Databases including ScienceDirect, PubMed, MEDLINE, British Medical Journal and Medscape were searched using the terms 'convolutional neural network or artificial intelligence', 'breast neoplasms [MeSH] or breast cancer or breast carcinoma' and 'mammography [MeSH Terms]'. Articles collected were screened under the inclusion and exclusion criteria, accounting for the publication date and exclusive use of mammography images, and included only literature in English. After extracting data, results were compared and discussed. This review included 33 studies and identified four recurring categories of studies: the differentiation of benign and malignant masses, the localisation of masses, cancer-containing and cancer-free breast tissue differentiation and breast cla...Continue Reading

References

Aug 29, 2006·Academic Radiology·Brandi T NicholsonJennifer A Harvey
Apr 12, 2011·Journal of Medical Systems·Raúl Ramos-PollánIsabel Ramos
Jun 28, 2011·Computers in Biology and Medicine·Wener Borges SampaioMarcelo Gattass
Oct 19, 2011·Annals of Internal Medicine·Karla KerlikowskeUNKNOWN Breast Cancer Surveillance Consortium
Nov 15, 2011·Academic Radiology·Inês C MoreiraJaime S Cardoso
Apr 10, 2012·European Journal of Radiology·Bruno BoyerCorinne Balleyguier
Mar 13, 2015·Radiographics : a Review Publication of the Radiological Society of North America, Inc·Phoebe E Freer
Sep 29, 2015·JAMA Internal Medicine·Constance D LehmanUNKNOWN Breast Cancer Surveillance Consortium
Jan 7, 2016·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·John ArevaloMiguel Angel Guevara Lopez
Feb 2, 2016·Computer Methods and Programs in Biomedicine·John ArevaloMiguel Angel Guevara Lopez
Aug 1, 2016·Computerized Medical Imaging and Graphics : the Official Journal of the Computerized Medical Imaging Society·Wenqing SunWei Qian
Aug 9, 2016·Medical Image Analysis·Thijs KooiNico Karssemeijer
Sep 10, 2016·Journal of Medical Imaging·Benjamin Q HuynhMaryellen L Giger
Nov 26, 2016·Computer Methods and Programs in Biomedicine·J AnithaS Immanuel Alex Pandian
Feb 14, 2017·BioMed Research International·M Mohsin JadoonAdeel Jadoon
Jun 28, 2017·European Journal of Internal Medicine·C Krittanawong
Jul 4, 2017·Korean Journal of Radiology : Official Journal of the Korean Radiological Society·June-Goo LeeNamkug Kim
Sep 19, 2017·IEEE Transactions on Medical Imaging·Gustavo CarneiroAndrew P Bradley
Sep 22, 2017·Journal of Digital Imaging·Aly A MohamedShandong Wu
Oct 25, 2017·Conference Proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society·M A Al-MasniT-S Kim
Nov 22, 2017·Medical Physics·Aly A MohamedShandong Wu
Feb 13, 2018·Computer Methods and Programs in Biomedicine·João Otávio Bandeira DinizMarcelo Gattass
Feb 27, 2018·Computer Methods and Programs in Biomedicine·Hiba ChougradOmar Alheyane
Mar 7, 2018·Stroke and Vascular Neurology·Fei JiangYongjun Wang
Mar 17, 2018·Scientific Reports·Dezső RibliIstván Csabai
Feb 13, 2019·Journal of Medical Imaging·Georgia V IonescuSusan M Astley
Mar 6, 2019·Journal of the National Cancer Institute·Alejandro Rodriguez-RuizIoannis Sechopoulos
Mar 8, 2020·Artificial Intelligence in Medicine·B SavelliF Tortorella

❮ Previous
Next ❯

Citations

Jan 9, 2021·Journal of the American College of Radiology : JACR·James H ThrallPari V Pandharipande

❮ Previous
Next ❯

Methods Mentioned

BETA
biopsy

Software Mentioned

YOLO

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

Seminars in Ultrasound, CT, and MR
Catherine S GiessRobyn L Birdwell
The Breast : Official Journal of the European Society of Mastology
S HanavadiR E Mansel
Techniques in Vascular and Interventional Radiology
Wan-Hua LiuJing Jiang
© 2021 Meta ULC. All rights reserved