Serestina Viriri

Orcid: 0000-0002-2850-8645

Affiliations:
  • University of KwaZulu-Natal


According to our database1, Serestina Viriri authored at least 148 papers between 2003 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of five.

Timeline

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Bibliography

2024
Automated classification of remote sensing satellite images using deep learning based vision transformer.
Appl. Intell., December, 2024

Exploring dermoscopic structures for melanoma lesions' classification.
Frontiers Big Data, 2024

Deep Learning Framework for Speech Emotion Classification: A Survey of the State-of-the-Art.
IEEE Access, 2024

Hybrid Deep Learning Model for Pancreatic Cancer Image Segmentation.
Proceedings of the Artificial Intelligence in Pancreatic Disease Detection and Diagnosis, and Personalized Incremental Learning in Medicine, 2024

2023
Review of deep learning methods for remote sensing satellite images classification: experimental survey and comparative analysis.
J. Big Data, December, 2023

State-of-the-Art Deep Learning Methods for Objects Detection in Remote Sensing Satellite Images.
Sensors, July, 2023

Contrast Enhancement of RGB Retinal Fundus Images for Improved Segmentation of Blood Vessels Using Convolutional Neural Networks.
J. Digit. Imaging, April, 2023

Stacked ensemble deep learning for pancreas cancer classification using extreme gradient boosting.
Frontiers Artif. Intell., February, 2023

Corrigendum: mPD-APP: a mobile-enabled plant diseases diagnosis application using convolutional neural network toward the attainment of a food secure world.
Frontiers Artif. Intell., February, 2023

mPD-APP: a mobile-enabled plant diseases diagnosis application using convolutional neural network toward the attainment of a food secure world.
Frontiers Artif. Intell., February, 2023

Retinal Disease Detection Using Deep Learning Techniques: A Comprehensive Review.
J. Imaging, 2023

VGG16 Feature Extractor with Extreme Gradient Boost Classifier for Pancreas Cancer Prediction.
J. Imaging, 2023

EfficientNet family U-Net models for deep learning semantic segmentation of kidney tumors on CT images.
Frontiers Comput. Sci., 2023

Efficient nnU-Net for Brain Tumor Segmentation.
IEEE Access, 2023

Lightweight Deep Learning Framework for Speech Emotion Recognition.
IEEE Access, 2023

Light Gradient-Boosting Machine Edge Detection With Cropping Layer for Semantic Segmentation of Pancreas.
Adv. Artif. Intell. Mach. Learn., 2023

Human Fall Detection from Sequences of Skeleton Features using Vision Transformer.
Proceedings of the 18th International Joint Conference on Computer Vision, 2023

Transformation Network Model for Ear Recognition.
Proceedings of the Machine Learning for Networking - 6th International Conference, 2023

Retinal Disease Diagnosis with a Hybrid ResNet50-LSTM Deep Learning.
Proceedings of the Advances in Visual Computing - 18th International Symposium, 2023

Intelligent Automated Pancreas Segmentation Using U-Net Model Variants.
Proceedings of the Computational Collective Intelligence - 15th International Conference, 2023

2022
An Architecture for Cognitive Computing in Healthcare.
J. Ubiquitous Syst. Pervasive Networks, 2022

Kidney Tumor Semantic Segmentation Using Deep Learning: A Survey of State-of-the-Art.
J. Imaging, 2022

Apparent age prediction from faces: A survey of modern approaches.
Frontiers Big Data, 2022

Ear Biometrics Using Deep Learning: A Survey.
Appl. Comput. Intell. Soft Comput., 2022

Long Short-Term Memory Recurrent Neural Network for Automatic Speech Recognition.
IEEE Access, 2022

Brain Tumor Segmentation Using Partial Depthwise Separable Convolutions.
IEEE Access, 2022

A Robust Deep Transfer Learning Model for Accurate Speech Emotion Classification.
Proceedings of the Advances in Visual Computing - 17th International Symposium, 2022

2021
Adaptive Deep Co-Occurrence Feature Learning Based on Classifier-Fusion for Remote Sensing Scene Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Multilabel convolution neural network for facial expression recognition and ordinal intensity estimation.
PeerJ Comput. Sci., 2021

Deep Learning for Brain Tumor Segmentation: A Survey of State-of-the-Art.
J. Imaging, 2021

Off-Line Arabic Handwritten Words Segmentation using Morphological Operators.
CoRR, 2021

Ensemble of EfficientNets for the Diagnosis of Tuberculosis.
Comput. Intell. Neurosci., 2021

Classification of Hematoxylin and Eosin-Stained Breast Cancer Histology Microscopy Images Using Transfer Learning with EfficientNets.
Comput. Intell. Neurosci., 2021

Dental Images' Segmentation Using Threshold Connected Component Analysis.
Comput. Intell. Neurosci., 2021

Detection of COVID-19 from CT Lung Scans Using Transfer Learning.
Comput. Intell. Neurosci., 2021

Facial Expression Recognition of Instructor Using Deep Features and Extreme Learning Machine.
Comput. Intell. Neurosci., 2021

Deep Learning Approach for Medical Image Analysis.
Comput. Intell. Neurosci., 2021

Deep learning approach for facial age classification: a survey of the state-of-the-art.
Artif. Intell. Rev., 2021

Deep learning techniques for skin lesion analysis and melanoma cancer detection: a survey of state-of-the-art.
Artif. Intell. Rev., 2021

Facial Expression Recognition: A Review of Trends and Techniques.
IEEE Access, 2021

Automatic Baggage Threat Detection Using Deep Attention Networks.
Proceedings of the Artificial Intelligence Research - Second Southern African Conference, 2021

Long Short-Term Memory Recurrent Neural Network for Automatic Recognition of Spoken English Digits.
Proceedings of the Mining Intelligence and Knowledge Exploration, 2021

Skeletal Age Estimation from Hand Radiographs Using Ensemble Deep Learning.
Proceedings of the Pattern Recognition - 13th Mexican Conference, 2021

Deep Learning for Age Estimation Using EfficientNet.
Proceedings of the Advances in Computational Intelligence, 2021

Enhanced Convolutional Neural Network for Age Estimation.
Proceedings of the Advances in Computational Intelligence, 2021

Underwater Image Enhancement Using Adaptive Algorithms.
Proceedings of the Progress in Artificial Intelligence and Pattern Recognition, 2021

Deep Learning with Optimization Techniques for the Classification of Spoken English Digit.
Proceedings of the Computational Collective Intelligence - 13th International Conference, 2021

Ensemble of Convolution Neural Networks for Automatic Tuberculosis Classification.
Proceedings of the Computational Collective Intelligence - 13th International Conference, 2021

Towards Exploiting Convolutional Features for Remote Sensing Images Scene Classification.
Proceedings of the Recent Challenges in Intelligent Information and Database Systems, 2021

Contrast Enhancement in Deep Convolutional Neural Networks for Segmentation of Retinal Blood Vessels.
Proceedings of the Recent Challenges in Intelligent Information and Database Systems, 2021

Dropout Regularization for Automatic Segmented Dental Images.
Proceedings of the Recent Challenges in Intelligent Information and Database Systems, 2021

2020
Skin Lesion Segmentation Using Stochastic Region-Merging and Pixel-Based Markov Random Field.
Symmetry, 2020

A Hybrid Feature Method for Handling Redundant Features in a Sentinel-2 Multidate Image for Mapping Parthenium Weed.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

A conceptual comparison of several metaheuristic algorithms on continuous optimisation problems.
Neural Comput. Appl., 2020

A Lightweight Convolutional Neural Network for Real and Apparent Age Estimation in Unconstrained Face Images.
IEEE Access, 2020

FCN-Based DenseNet Framework for Automated Detection and Classification of Skin Lesions in Dermoscopy Images.
IEEE Access, 2020

Deep Learning-Based System for Automatic Melanoma Detection.
IEEE Access, 2020

Plant Species Identification using Discriminant Bag of Words (DBoW).
Proceedings of the 15th International Joint Conference on Computer Vision, 2020

Remote Sensing Scene Classification Based on Effective Feature Learning by Deep Residual Networks.
Proceedings of the Machine Learning for Networking - Third International Conference, 2020

Spectral Analysis for Automatic Speech Recognition and Enhancement.
Proceedings of the Machine Learning for Networking - Third International Conference, 2020

Scene Classification of Remote Sensing Images Based on ConvNet Features and Multi-grained Forest.
Proceedings of the Advances in Visual Computing - 15th International Symposium, 2020

Pre-trained Convolutional Neural Network for the Diagnosis of Tuberculosis.
Proceedings of the Advances in Visual Computing - 15th International Symposium, 2020

Facial Expression Recognition and Ordinal Intensity Estimation: A Multilabel Learning Approach.
Proceedings of the Advances in Visual Computing - 15th International Symposium, 2020

Enhanced Convolutional Neural Networks for Segmentation of Retinal Blood Vessel Image.
Proceedings of the Conference on Information Communications Technology and Society, 2020

Online Signature Verification using Deep Descriptors.
Proceedings of the Conference on Information Communications Technology and Society, 2020

Diagnosing Tuberculosis Using Deep Convolutional Neural Network.
Proceedings of the Image and Signal Processing - 9th International Conference, 2020

Dynamic Local Ternary Patterns for Gender Identification Using Facial Components.
Proceedings of the Computer Vision and Graphics - International Conference, 2020

Tuberculosis Abnormality Detection in Chest X-Rays: A Deep Learning Approach.
Proceedings of the Computer Vision and Graphics - International Conference, 2020

Exploration of Ear Biometrics with Deep Learning.
Proceedings of the Computer Vision and Graphics - International Conference, 2020

Melanoma Skin Cancer Classification Using Transfer Learning.
Proceedings of the Advances in Computational Collective Intelligence, 2020

Macroscopic Skin Lesion Segmentation Using GrabCut.
Proceedings of the Computational Collective Intelligence - 12th International Conference, 2020

Retinal Image Segmentation Through Valley Emphasis Thresholding of the Gabor Filter Response.
Proceedings of the Computational Collective Intelligence - 12th International Conference, 2020

Deep Convolutional Network-Based Framework for Melanoma Lesion Detection and Segmentation.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2020

2019
A spy search mechanism for memetic algorithm in dynamic environments.
Appl. Soft Comput., 2019

Deep Forest Approach for Facial Expression Recognition.
Proceedings of the Image and Video Technology, 2019

Face-Based Age and Gender Classification Using Deep Learning Model.
Proceedings of the Image and Video Technology, 2019

Random Forests with a Steepend Gini-Index Split Function and Feature Coherence Injection.
Proceedings of the Machine Learning for Networking, 2019

Facial Expression Recognition Using Directional Gradient Local Ternary Patterns.
Proceedings of the Multi-disciplinary Trends in Artificial Intelligence, 2019

Skin Lesion Segmentation Techniques Based on Markov Random Field.
Proceedings of the Mining Intelligence and Knowledge Exploration, 2019

A Deep Learning Approach for Automatic Segmentation of Dental Images.
Proceedings of the Mining Intelligence and Knowledge Exploration, 2019

Skeletal Age Estimation from Hand Radiographs Using Transfer Learning.
Proceedings of the Mining Intelligence and Knowledge Exploration, 2019

Deep Residual Learning for Human Identification Based on Facial Landmarks.
Proceedings of the Advances in Computational Intelligence, 2019

Skin Lesion Segmentation Based on Region-Edge Markov Random Field.
Proceedings of the Advances in Visual Computing, 2019

Age Group and Gender Classification of Unconstrained Faces.
Proceedings of the Advances in Visual Computing, 2019

Local Descriptors Parameter characterization with Fisher vectors for remote sensing images.
Proceedings of the Conference on Information Communications Technology and Society, 2019

Foresight: Real Time Facial Detection and Recognition Using WebAssembly and Localized Deep Neural Networks.
Proceedings of the Conference on Information Communications Technology and Society, 2019

Skin Cancer Detection from Macroscopic Images.
Proceedings of the Conference on Information Communications Technology and Society, 2019

Efficient Region of Interest Detection for Liver Segmentation using 3D CT Scans.
Proceedings of the Conference on Information Communications Technology and Society, 2019

Facial Expression Recognition: A Review of Methods, Performances and Limitations.
Proceedings of the Conference on Information Communications Technology and Society, 2019

A Review of Local, Holistic and Deep Learning Approaches in Facial Expressions Recognition.
Proceedings of the Conference on Information Communications Technology and Society, 2019

Deep Learning Using Bayesian Optimization for Facial Age Estimation.
Proceedings of the Image Analysis and Recognition - 16th International Conference, 2019

Deep Learning Model for Skin Lesion Segmentation: Fully Convolutional Network.
Proceedings of the Image Analysis and Recognition - 16th International Conference, 2019

Fusion of LBP and Hu-Moments with Fisher Vectors in Remote Sensing Imagery.
Proceedings of the Computational Collective Intelligence - 11th International Conference, 2019

Component-Based Gender Identification Using Local Binary Patterns.
Proceedings of the Computational Collective Intelligence - 11th International Conference, 2019

Exploring the Impact of Purity Gap Gain on the Efficiency and Effectiveness of Random Forest Feature Selection.
Proceedings of the Computational Collective Intelligence - 11th International Conference, 2019

Image Preprocessing Techniques for Facial Expression Recognition with Canny and Kirsch Edge Detectors.
Proceedings of the Computational Collective Intelligence - 11th International Conference, 2019

Age Estimation of Real-Time Faces Using Convolutional Neural Network.
Proceedings of the Computational Collective Intelligence - 11th International Conference, 2019

Fully Convolutional Encoder-Decoder Architecture (FCEDA) for Skin Lesions Segmentation.
Proceedings of the Computational Collective Intelligence - 11th International Conference, 2019

An Enhanced Deep Learning Framework for Skin Lesions Segmentation.
Proceedings of the Computational Collective Intelligence - 11th International Conference, 2019

OntoMetrics Evaluation of Quality of e-Government Ontologies.
Proceedings of the Electronic Government and the Information Systems Perspective, 2019

2018
Automatic lung segmentation based on Graph Cut using a distance-constrained energy.
IET Comput. Vis., 2018

Skin Lesion Segmentation Using Enhanced Unified Markov Random Field.
Proceedings of the Mining Intelligence and Knowledge Exploration, 2018

Skin Lesion Images Segmentation: A Survey of the State-of-the-Art.
Proceedings of the Mining Intelligence and Knowledge Exploration, 2018

CRank: A Novel Framework for Ranking Semantic Web Ontologies.
Proceedings of the Model and Data Engineering - 8th International Conference, 2018

Skin Cancer Segmentation Using a Unified Markov Random Field.
Proceedings of the Advances in Visual Computing - 13th International Symposium, 2018

Gender Classification Based on Facial Shape and Texture Features.
Proceedings of the Advances in Visual Computing - 13th International Symposium, 2018

Face verification across age progression: A survey of the state-of-the-art.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

Gender identification from facial images using global features.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

Online signature verification using hybrid transform features.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

Efficient 3D liver segmentation using enhanced image alignment.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

Invariant feature extraction for facial recognition: A survey of the state-of-the-art.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

A survey on facial recognition based on local directional and local binary patterns.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

Gender classification based on fusion of facial components features.
Proceedings of the 2018 Conference on Information Communications Technology and Society (ICTAS), 2018

Unsupervised Caries Detection in Non-standardized Periapical Dental X-Rays.
Proceedings of the Computer Vision and Graphics - International Conference, 2018

Weather Characterization from Outdoor Scene Images.
Proceedings of the Computer Vision and Graphics - International Conference, 2018

Purity and Out of Bag Confidence Metrics for Random Forest Weighting.
Proceedings of the Computational Collective Intelligence - 10th International Conference, 2018

Facial Expression Recognition: A Survey on Local Binary and Local Directional Patterns.
Proceedings of the Computational Collective Intelligence - 10th International Conference, 2018

Predictive Memetic Algorithm (PMA) for Combinatorial Optimization in Dynamic Environments.
Proceedings of the Computational Collective Intelligence - 10th International Conference, 2018

An Improved Comfort Biased Smart Home Load Manager for Grid Connected Homes Under Direct Load Control.
Proceedings of the Hybrid Artificial Intelligent Systems - 13th International Conference, 2018

Facial Expression Recognition using Local Directional Pattern variants and Deep Learning.
Proceedings of the 2018 International Conference on Algorithms, 2018

2017
Mammogram content-based image retrieval based on malignancy classification.
Intell. Data Anal., 2017

Selecting Salient Features from Facial Components for Face Recognition.
Proceedings of the Image and Video Technology, 2017

A Spy Search Mechanism (SSM) for Memetic Algorithm (MA) in Dynamic Environments.
Proceedings of the Multi-disciplinary Trends in Artificial Intelligence, 2017

A distance-based approach to modelling reference signature for verification.
Proceedings of the 2017 Conference on Information Communication Technology and Society (ICTAS), 2017

Hybrid component-based face recognition.
Proceedings of the 2017 Conference on Information Communication Technology and Society (ICTAS), 2017

Enhanced Hybrid Component-Based Face Recognition.
Proceedings of the Computational Collective Intelligence - 9th International Conference, 2017

2016
Increasing Face Recognition Rates Using Novel Classification Algorithms.
Int. J. Comput. Commun. Control, 2016

Unsupervised Caries Detection in Non-standardized Bitewing Dental X-Rays.
Proceedings of the Advances in Visual Computing - 12th International Symposium, 2016

Leaf Classification Using Convexity Moments of Polygons.
Proceedings of the Advances in Visual Computing - 12th International Symposium, 2016

Leaf Classification Using Convexity Measure of Polygons.
Proceedings of the Image and Signal Processing - 7th International Conference, 2016

Component-Based Ethnicity Identification from Facial Images.
Proceedings of the Computer Vision and Graphics - International Conference, 2016

2015
Adaptive Thresholding Technique for Retinal Vessel Segmentation Based on GLCM-Energy Information.
Comput. Math. Methods Medicine, 2015

Comparative Study of Retinal Vessel Segmentation Based on Global Thresholding Techniques.
Comput. Math. Methods Medicine, 2015

Sinuosity Coefficients for Leaf Shape Characterisation.
Proceedings of the Advances in Nature and Biologically Inspired Computing, 2015

Retinal vessel segmentation based on phase congruence and GLCM sum-entropy.
Proceedings of the IEEE International Conference on Industrial Technology, 2015

Characterization of Medical Images Using Edge Density and Local Directional Pattern (LDP).
Proceedings of the Image Analysis and Recognition - 12th International Conference, 2015

Hybrid Age Estimation Using Facial Images.
Proceedings of the Image Analysis and Recognition - 12th International Conference, 2015

2014
Segmentation of retinal blood vessels using normalized Gabor filters and automatic thresholding.
South Afr. Comput. J., 2014

Handwritten Signature Verification Based on Enhanced Direction and Grid Features.
Proceedings of the Advances in Visual Computing - 10th International Symposium, 2014

A New Adaptive Thresholding Technique for Retinal Vessel Segmentation Based on Local Homogeneity Information.
Proceedings of the Image and Signal Processing - 6th International Conference, 2014

2013
Offline signature verification using locally optimized distance-based classification.
South Afr. Comput. J., 2013

Combining Feature Methods for Content-Based Classification of Mammogram Images.
Int. J. Comput. Commun. Control, 2013

Robust real-time face recognition.
Proceedings of the 2013 South African Institute for Computer Scientists and Information Technologists, 2013

2012
Integrating Iris and Signature Traits for Personal Authentication Using User-SpecificWeighting.
Sensors, 2012

Local directional pattern based signature verification using weighted fractional distance classification.
Proceedings of the 2012 South African Institute of Computer Scientists and Information Technologists Conference, 2012

2009
Improving Iris-Based Personal Identification Using Maximum Rectangular Region Detection.
Proceedings of the 2009 International Conference on Digital Image Processing, 2009

Signature Verification Based on Handwritten Text Recognition.
Proceedings of the Signal Processing, Image Processing and Pattern Recognition, 2009

2003
Dynamic Caching Design Proto-Pattern for J2EE Web Component Development.
J. Object Technol., 2003


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