Challenges and solutions of deep learning-based automated liver segmentation: A systematic review

QR Code

Challenges and solutions of deep learning-based automated liver segmentation: A systematic review

The liver is one of the vital organs in the body. Precise liver segmentation in medical images is essential for liver disease treatment. The deep learning-based liver segmentation process faces several challenges. This research aims to analyze the challenges of liver segmentation in prior studies an...

Full description

Bibliographic Details
Published in:	Computers in Biology and Medicine
Main Author:	Ghobadi V.; Ismail L.I.; Wan Hasan W.Z.; Ahmad H.; Ramli H.R.; Norsahperi N.M.H.; Tharek A.; Hanapiah F.A.
Format:	Review
Language:	English
Published:	Elsevier Ltd 2025
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85211072233&doi=10.1016%2fj.compbiomed.2024.109459&partnerID=40&md5=ccc41b70495083f6cd3f0a3399f260ee

Similar Items

Real-time robust liver and gallbladder segmentation during laparoscopic cholecystectomy using convolutional neural networks: an analysis
by: Ghobadi V.; Ismail L.I.; Hasan W.Z.W.; Ahmad H.; Ramli H.R.; Norsahperi N.M.H.; Tharek A.; Hanapiah F.A.
Published: (2024)

Use of Deep Learning for Liver Segmentation during Laparoscopic Cholecystectomy
by: Ghobadighadikalaei, et al.
Published: (2024)

Surveillance Video Analytics for Automated Detection of Personal Protective Equipment using Deep Learning
by: Amer M.S.; Zaini N.
Published: (2024)

Handwriting Image Classification for Automated Diagnosis of Learning Disabilities: A Review on Deep Learning Models and Future Directions
by: Sukiman S.A.; Husin N.A.; Hamdan H.; Murad M.A.A.
Published: (2024)

Dietary macronutrients and the aging liver sinusoidal endothelial cell
by: Cogger V.C.; Mohamad M.; Solon-Biet S.M.; Senior A.M.; Warren A.; O’Reilly J.N.; Tung B.T.; Svistounov D.; McMahon A.C.; Fraser R.; Raubenheimer D.; Holmes A.J.; Simpson S.J.; Le Couteur D.G.
Published: (2016)

Analysis of Attention in Child–Robot Interaction Among Children Diagnosed with Cognitive Impairment
by: Ismail L.I.; Hanapiah F.A.; Belpaeme T.; Dambre J.; Wyffels F.
Published: (2021)

Kalman Filter-Based Data Stabilization for an Automated Water Quality Monitoring System in Macrobrachium Rosenbergii Larvae Culture
by: Yaakob A.Y.; Azham M.H.; Ramli M.H.M.
Published: (2024)

Ultrastructure of the liver microcirculation influences hepatic and systemic insulin activity and provides a mechanism for age-related insulin resistance
by: Mohamad M.; Mitchell S.J.; Wu L.E.; White M.Y.; Cordwell S.J.; Mach J.; Solon-Biet S.M.; Boyer D.; Nines D.; Das A.; Catherine Li S.-Y.; Warren A.; Hilmer S.N.; Fraser R.; Sinclair D.A.; Simpson S.J.; de Cabo R.; Le Couteur D.G.; Cogger V.C.
Published: (2016)

Use of Nonlinear Features for Automated Characterization of Suspicious Ovarian Tumors Using Ultrasound Images in Fuzzy Forest Framework
by: Acharya U.R.; Akter A.; Chowriappa P.; Dua S.; Raghavendra U.; Koh J.E.W.; Tan J.H.; Leong S.S.; Vijayananthan A.; Hagiwara Y.; Ramli M.T.; Ng K.H.
Published: (2018)

Performance comparison of clustering and thresholding algorithms for tuberculosis bacilli segmentation
by: Osman M.K.; Mashor M.Y.; Jaafar H.
Published: (2012)

Dental segmentation via enhanced YOLOv8 and image processing techniques
by: Abed D.M.; Abdul-Rahman S.; Mutalib S.
Published: (2024)

Graphene oxide/chitosan/manganese/folic acid-brucine functionalized nanocomposites show anticancer activity against liver cancer cells
by: Alzahrani A.R.; Ibrahim I.A.A.; Alanazi I.M.; Shahzad N.; Shahid I.; Azlina M.F.N.; Kamisah Y.; Ismail N.M.; Arulselvan P.
Published: (2024)

In vitro dissolution testing models of ocular implants for posterior segment drug delivery
by: Adrianto M.F.; Annuryanti F.; Wilson C.G.; Sheshala R.; Thakur R.R.S.
Published: (2022)

Segmentation-based Vehicle Location Detection (SVLD) Mechanism for Network Dwelling Range Extension and RSU Load Reduction in VANET V2R Communication
by: Ramli N.I.; Rawi M.I.M.; Ibrahim M.F.; Adnan R.; Noor N.M.; Abdullah N.A.S.
Published: (2024)

Evaluation of e-Lung automated quantitative computed tomography biomarkers in idiopathic pulmonary fibrosis
by: George, et al.
Published: (2024)

Segmentation-based Vehicle Location Detection (SVLD) Mechanism for Network Dwelling Range Extension and RSU Load Reduction in VANET V2R Communication
by: Ramli, et al.
Published: (2024)

Segmentation of tuberculosis bacilli in Ziehl-Neelsen-stained tissue images based on K-mean clustering procedure
by: Osman M.K.; Mashor M.Y.; Saad Z.; Jaafar H.
Published: (2010)

Understanding methodological solution in design situation of novice designer
by: Anwar R.; Abidin S.Z.; Hassan O.H.
Published: (2015)

Metabolomic characterization of colorectal cancer cell lines highlighting stage-specific alterations during cancer progression
by: Yusof H.M.; Ab-Rahim S.; Wan Ngah W.Z.; Nathan S.; Jamal A.A.R.; Mazlan M.
Published: (2021)

Automated writing evaluation tools for Indonesian undergraduate English as a foreign language students’ writing
by: Miranty D.; Widiati U.; Cahyono B.Y.; Sharif T.I.S.T.
Published: (2023)

From Colonial Legacies to Contemporary Challenges: The Muslim Experience in Hong Kong and Macau
by: Li, et al.
Published: (2024)

From Colonial Legacies to Contemporary Challenges: The Muslim Experience in Hong Kong and Macau
by: Li C.L.; Isa K.; Mustaffa K.A.; Lokman A.A.; Mohd Bakri M.F.
Published: (2024)

Generative AI, IoT, and blockchain in healthcare: application, issues, and solutions
by: Mazhar T.; khan S.; Shahzad T.; khan M.A.; Saeed M.M.; Awotunde J.B.; Hamam H.
Published: (2025)

Restoration and Segmentation of Old Jawi Manuscripts using Variational Image Inpainting and Active Contour Models
by: Azam, et al.
Published: (2024)

A review of biomass ash related problems: Mechanism, solution, and outlook
by: Abioye K.J.; Harun N.Y.; Sufian S.; Yusuf M.; Jagaba A.H.; Ekeoma B.C.; Kamyab H.; Sikiru S.; Waqas S.; Ibrahim H.
Published: (2024)

The Usability Testing of Website with Automated Tools (A Case Study at School of Information Systems, BINUS University)
by: Kurniawan Y.; Pratama B.; Candra S.; Luhukay D.; Johan; Anwar N.
Published: (2023)

Innovations in Computational IntelligenceAutomated IoT-Based Smart Plant Watering System For Revolutionizing Plant Care
by: Aminah Nordin S.; Mohd Yusoff Z.; Fadzilah Razali N.; Majdi Mphd Hafez A.; Nadia Mohamad N.
Published: (2024)

Carbonaceous materials-based aloe vera leaf waste as magnetic adsorbents for pre-concentration selective serotonin reuptake inhibitor antidepressant drugs from aqueous solutions
by: Ng, et al.
Published: (2025)

Colour image segmentation of tuberculosis bacilli in Ziehl-Neelsen-stained tissue images using moving k-mean clustering procedure
by: Osman M.K.; Saad Z.; Mashor M.Y.; Jaafar H.
Published: (2010)

Strategy planning for collaborative humanoid soccer robots based on principle solution
by: Low C.Y.; Aziz N.; Aldemir M.; Dumitrescu R.; Anacker H.; Mellado M.
Published: (2013)

Visualisation support for the protégé ontology competency question based conceptual-relationship tracer
by: Annamalai M.; Mohseni H.R.
Published: (2011)

Impact of Lupus Anticoagulant on INR Using Recombinant Prothrombin Time Reagent
by: Kamal F.; Othman H.R.
Published: (2025)

Harnessing cocoa waste: nutritional enhancement in food industry and innovative solutions in bioremediation
by: Nooh H.M.; Zaidan N.F.; Umor N.A.
Published: (2025)

Impact of Choline Chloride/1,4-Butanediol Deep Eutectic Solvent on Tamarind Seed Polysaccharide-Based Polymer Electrolyte Films
by: Fauzee M.H.M.; Suddin N.F.A.; Zailani N.A.M.; Nazir K.; Ismail S.N.S.; Zaini N.A.M.; Yahya S.; Latif F.A.
Published: (2024)

A Recent Systematic Review of Digital Workplace Adoption: Digital Competencies, Impacts and Challenges
by: Hashim M.Z.; Razak R.C.; Rusuli M.S.C.; Irawan N.; Muhammad N.; Mansor F.A.
Published: (2025)

Determination of Design Solutions to Overcome the Daylighting Design Failure Observed in Existing Educational Building
by: Abdullah W.N.H.W.; Tharim A.H.A.; Ismail A.; Ahmad A.C.
Published: (2022)

Effectiveness of the integration of traditional Chinese medicine and western medicine (integrative medicine) for treating liver stagnation and spleen deficiency in major depressive disorder: a randomized controlled trial protocol
by: Han Y.S.; Saw J.A.; Yu J.; Chen X.W.
Published: (2024)

The Quest for Third Gender Equality: Challenges and Implications for Islamic Law and Muslim Women's Sustainability in Malaysia
by: Ramli M.A.; Kasa A.R.; Sharifuddin N.M.; Yusof M.Y.; Hassan P.
Published: (2024)

A Foresight Course Framework for Undergraduates Designing Human-Centric Solutions
by: Harun A.F.
Published: (2024)

Smart Garbage Monitoring System with IoT: A Solution for Overflowing Bins
by: Yusoff Z.M.; Halmee K.D.; Nordin S.A.; Razali N.F.; Ismail N.; Mohammad N.N.
Published: (2024)