Medical image segmentation using deep semantic-based methods: A review of techniques, applications and emerging trends

Medical image segmentation using deep learning: A survey

(2022) Risheng Wang et al.   IET Image Processing

A configurable deep learning framework for medical image analysis

(2022) Jianguo Chen et al.   NEURAL COMPUTING & APPLICATIONS

Deep Neural Networks for Medical Image Segmentation

(2022) Priyanka Malhotra et al.   Journal of Healthcare Engineering

Finger-vein presentation attack detection using depthwise separable convolution neural network

(2022) Kashif Shaheed et al.   EXPERT SYSTEMS WITH APPLICATIONS

Diabetic retinopathy detection and stage classification in eye fundus images using active deep learning

(2021) Imran Qureshi et al.   MULTIMEDIA TOOLS AND APPLICATIONS

A Refined Equilibrium Generative Adversarial Network for Retinal Vessel Segmentation

(2021) Yukun Zhou et al.   NEUROCOMPUTING

A Systematic Review on Physiological-Based Biometric Recognition Systems: Current and Future Trends

(2021) Kashif Shaheed et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Two-stage multi-scale breast mass segmentation for full mammogram analysis without user intervention

(2021) Yutong Yan et al.   Biocybernetics and Biomedical Engineering

Segmentation of pectoral muscle from digital mammograms with depth-first search algorithm towards breast density classification

(2021) Shivaji D. Pawar et al.   Biocybernetics and Biomedical Engineering

Improved U-net MALF model for lesion segmentation in breast ultrasound images

(2021) Ying Tong et al.   Biomedical Signal Processing and Control

A Robust Breast ultrasound segmentation method under noisy annotations

(2021) Haipeng Zou et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Feature-enhanced Generation and Multi-modality Fusion based Deep Neural Network for Brain Tumor Segmentation with Missing MR Modalities

(2021) Tongxue Zhou et al.   NEUROCOMPUTING

Digital hair removal by deep learning for skin lesion segmentation

(2021) Wei Li et al.   PATTERN RECOGNITION

AFLN-DGCL: Adaptive Feature Learning Network with Difficulty-Guided Curriculum Learning for skin lesion segmentation

(2021) Peng Tang et al.   APPLIED SOFT COMPUTING

Region-to-boundary deep learning model with multi-scale feature fusion for medical image segmentation

(2021) Xiaowei Liu et al.   Biomedical Signal Processing and Control

Attention Res-UNet with Guided Decoder for semantic segmentation of brain tumors

(2021) Dhiraj Maji et al.   Biomedical Signal Processing and Control

Performance optimization of differential evolution with slime mould algorithm for multilevel breast cancer image segmentation

(2021) Lei Liu et al.   COMPUTERS IN BIOLOGY AND MEDICINE

SLSNet: Skin lesion segmentation using a lightweight generative adversarial network

(2021) Md. Mostafa Kamal Sarker et al.   EXPERT SYSTEMS WITH APPLICATIONS

Automatic Fetal Ultrasound Standard Plane Recognition Based on Deep Learning and IIoT

(2021) Bin Pu et al.   IEEE Transactions on Industrial Informatics

Segmentation of whole breast and fibroglandular tissue using nnU-Net in dynamic contrast enhanced MR images

(2021) Lu Huo et al.   MAGNETIC RESONANCE IMAGING

NENet: Nested EfficientNet and adversarial learning for joint optic disc and cup segmentation

(2021) Samiksha Pachade et al.   MEDICAL IMAGE ANALYSIS

Deep level set learning for optic disc and cup segmentation

(2021) Pengshuai Yin et al.   NEUROCOMPUTING

DE-Net: A deep edge network with boundary information for automatic skin lesion segmentation

(2021) Rui Gu et al.   NEUROCOMPUTING

GammaNet: An intensity-invariance deep neural network for computer-aided brain tumor segmentation

(2021) Zheng Huang et al.   OPTIK

An Automatic Detection and Classification System of Five Stages for Hypertensive Retinopathy Using Semantic and Instance Segmentation in DenseNet Architecture

(2021) Qaisar Abbas et al.   SENSORS

IRUNet for medical image segmentation

(2021) Fatemeh Hoorali et al.   EXPERT SYSTEMS WITH APPLICATIONS

Recent advancements in finger vein recognition technology: Methodology, challenges and opportunities

(2021) Kashif Shaheed et al.   Information Fusion

Deep learning-based segmentation of breast masses in dedicated breast CT imaging: Radiomic feature stability between radiologists and artificial intelligence

(2020) Marco Caballo et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A Two-Stage Framework for Automated Malignant Pulmonary Nodule Detection in CT Scans

(2020) Shimaa EL-Bana et al.   Diagnostics

DSNet: Automatic dermoscopic skin lesion segmentation

(2020) Md. Kamrul Hasan et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Segmentation of breast ultrasound image with semantic classification of superpixels

(2020) Qinghua Huang et al.   MEDICAL IMAGE ANALYSIS

Automatic prostate segmentation using deep learning on clinically diverse 3D transrectal ultrasound images

(2020) Nathan Orlando et al.   MEDICAL PHYSICS

Lung nodules detection using semantic segmentation and classification with optimal features

(2020) Talha Meraj et al.   NEURAL COMPUTING & APPLICATIONS

Deep learning neural networks for medical image segmentation of brain tumours for diagnosis: a recent review and taxonomy

(2020) Sindhu Devunooru et al.   Journal of Ambient Intelligence and Humanized Computing

Deep semantic segmentation of natural and medical images: a review

(2020) Saeid Asgari Taghanaki et al.   ARTIFICIAL INTELLIGENCE REVIEW

Modified U-Net architecture for semantic segmentation of diabetic retinopathy images

(2020) Nitigya Sambyal et al.   Biocybernetics and Biomedical Engineering

Automatic skin lesion segmentation based on FC-DPN

(2020) Pufang Shan et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Skin lesion segmentation via generative adversarial networks with dual discriminators

(2020) Baiying Lei et al.   MEDICAL IMAGE ANALYSIS

Embracing imperfect datasets: A review of deep learning solutions for medical image segmentation

(2020) Nima Tajbakhsh et al.   MEDICAL IMAGE ANALYSIS

AFPNet: A 3D fully convolutional neural network with atrous-convolution feature pyramid for brain tumor segmentation via MRI images

(2020) Zexun Zhou et al.   NEUROCOMPUTING

Fast interactive medical image segmentation with weakly supervised deep learning method

(2020) Kibrom Berihu Girum et al.   International Journal of Computer Assisted Radiology and Surgery

Automatic segmentation model combining U-Net and level set method for medical images

(2020) Yunyun Yang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Automatic Bacillus anthracis bacteria detection and segmentation in microscopic images using UNet++

(2020) Fatemeh Hoorali et al.   JOURNAL OF MICROBIOLOGICAL METHODS

A multi-path adaptive fusion network for multimodal brain tumor segmentation

(2020) Yi Ding et al.   NEUROCOMPUTING

Segmentation of the multimodal brain tumor image used the multi-pathway architecture method based on 3D FCN

(2020) Jindong Sun et al.   NEUROCOMPUTING

Coronary angiography image segmentation based on PSPNet

(2020) Xiliang Zhu et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Optic disc and optic cup segmentation based on anatomy guided cascade network

(2020) Xuesheng Bian et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Fusion based on attention mechanism and context constraint for multi-modal brain tumor segmentation

(2020) Tongxue Zhou et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Skin lesion segmentation using fully convolutional networks: A comparative experimental study

(2020) Ruya Kaymak et al.   EXPERT SYSTEMS WITH APPLICATIONS

Brain tumor segmentation of multi-modality MR images via triple intersecting U-Nets

(2020) Jinjing Zhang et al.   NEUROCOMPUTING

Cascade knowledge diffusion network for skin lesion diagnosis and segmentation

(2020) Qiangguo Jin et al.   APPLIED SOFT COMPUTING

TAU: Transferable Attention U-Net for optic disc and cup segmentation

(2020) Yuhao Zhang et al.   KNOWLEDGE-BASED SYSTEMS

Interpretable deep learning systems for multi-class segmentation and classification of non-melanoma skin cancer

(2020) Simon M. Thomas et al.   MEDICAL IMAGE ANALYSIS

Parallel pathway dense neural network with weighted fusion structure for brain tumor segmentation

(2020) Fangyan Ye et al.   NEUROCOMPUTING

Bayesian QuickNAT: Model uncertainty in deep whole-brain segmentation for structure-wise quality control

(2019) Abhijit Guha Roy et al.   NEUROIMAGE

Fast and Fully-Automated Detection and Segmentation of Pulmonary Nodules in Thoracic CT Scans Using Deep Convolutional Neural Networks

(2019) Xia Huang et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Attention gated networks: Learning to leverage salient regions in medical images

(2019) Jo Schlemper et al.   MEDICAL IMAGE ANALYSIS

Constrained-CNN losses for weakly supervised segmentation

(2019) Hoel Kervadec et al.   MEDICAL IMAGE ANALYSIS

Combo loss: Handling input and output imbalance in multi-organ segmentation

(2019) Saeid Asgari Taghanaki et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Association of genomic subtypes of lower-grade gliomas with shape features automatically extracted by a deep learning algorithm

(2019) Mateusz Buda et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Benchmark on Automatic Six-Month-Old Infant Brain Segmentation Algorithms: The iSeg-2017 Challenge

(2019) Li Wang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Aiding the Diagnosis of Diabetic and Hypertensive Retinopathy Using Artificial Intelligence-Based Semantic Segmentation

(2019) Arsalan et al.   Journal of Clinical Medicine

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

(2019) Zaiwang Gu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Skin cancer diagnosis based on optimized convolutional neural network

(2019) Ni Zhang et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Recent progress in semantic image segmentation

(2018) Xiaolong Liu et al.   ARTIFICIAL INTELLIGENCE REVIEW

A deep learning approach for real time prostate segmentation in freehand ultrasound guided biopsy

(2018) Emran Mohammad Abu Anas et al.   MEDICAL IMAGE ANALYSIS

Learning normalized inputs for iterative estimation in medical image segmentation

(2018) Michal Drozdzal et al.   MEDICAL IMAGE ANALYSIS

VoxResNet: Deep voxelwise residual networks for brain segmentation from 3D MR images

(2018) Hao Chen et al.   NEUROIMAGE

Spinal cord gray matter segmentation using deep dilated convolutions

(2018) Christian S. Perone et al.   Scientific Reports

Medical Image Analysis using Convolutional Neural Networks: A Review

(2018) Syed Muhammad Anwar et al.   JOURNAL OF MEDICAL SYSTEMS

Attention guided U-Net for accurate iris segmentation

(2018) Sheng Lian et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Pulmonary nodule segmentation with CT sample synthesis using adversarial networks

(2018) Yulei Qin et al.   MEDICAL PHYSICS

Medical breast ultrasound image segmentation by machine learning

(2018) Yuan Xu et al.   ULTRASONICS

Lung field segmentation in chest radiographs: a historical review, current status, and expectations from deep learning

(2017) Ajay Mittal et al.   IET Image Processing

Automatic recognition of severity level for diagnosis of diabetic retinopathy using deep visual features

(2017) Qaisar Abbas et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Combining deep learning and level set for the automated segmentation of the left ventricle of the heart from cardiac cine magnetic resonance

(2017) Tuan Anh Ngo et al.   MEDICAL IMAGE ANALYSIS

Medical image semantic segmentation based on deep learning

(2017) Feng Jiang et al.   NEURAL COMPUTING & APPLICATIONS

Computational methods for the image segmentation of pigmented skin lesions: A review

(2016) Roberta B. Oliveira et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Deformable MR Prostate Segmentation via Deep Feature Learning and Sparse Patch Matching

(2016) Yanrong Guo et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Unsupervised Deep Learning Applied to Breast Density Segmentation and Mammographic Risk Scoring

(2016) Michiel Kallenberg et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Variants of seeded region growing

(2015) Minjie Fan et al.   IET Image Processing

The inter- and intra-operator variability in manual spot segmentation and its effect on spot quantitation in two-dimensional electrophoresis analysis

(2010) Renato Millioni et al.   ELECTROPHORESIS

A multi-direction GVF snake for the segmentation of skin cancer images

(2008) Jinshan Tang   PATTERN RECOGNITION