{"id":35,"date":"2016-03-28T20:10:55","date_gmt":"2016-03-28T20:10:55","guid":{"rendered":"https:\/\/sites.wp.odu.edu\/VisionLab\/?page_id=35"},"modified":"2025-03-18T16:48:46","modified_gmt":"2025-03-18T16:48:46","slug":"research","status":"publish","type":"page","link":"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/","title":{"rendered":"Research"},"content":{"rendered":"<p>The computational intelligence and machine vision laboratory (Vision Lab) aims to develop novel theory, state-of-art algorithms and architectures for learning and real-time applications in the areas of:<\/p> <h4>Human-Machine Interaction, Learning, and Recognition<\/h4> <table> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/data-limited-domain-adaptation-and-transfer-learning-for-learning-latent-expression-labels-of-child-facial-expression-images\" rel=\"attachment wp-att-228\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-228\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2021\/07\/Megan-icon.png\" alt=\"Expression Learning\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/data-limited-domain-adaptation-and-transfer-learning-for-learning-latent-expression-labels-of-child-facial-expression-images\/\">Data-limited domain adaptation and transfer learning for learning latent expression labels of child facial expression images<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/3d-skeleton-estimation-and-human-identityrecognition-using-lidar-full-motion-video\/\" rel=\"attachment wp-att-228\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-228\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2024\/06\/Lidar-thumbnail.png\" alt=\"point-figure\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/3d-skeleton-estimation-and-human-identityrecognition-using-lidar-full-motion-video\/\">3D Skeleton Estimation and Human Identity Recognition Using Lidar Full Motion Video<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/Gender-Classification-Using-Gait-Kinematics\" rel=\"attachment wp-att-228\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-228\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2016\/07\/point_figure.png\" alt=\"point-figure\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/Gender-Classification-Using-Gait-Kinematics\">Gender Classification Using Gait Kinematics<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/generalized-object-recognition-using-deep-recurrent-models\" rel=\"attachment wp-att-228\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-228\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2016\/03\/icon-deep-learning.png\" alt=\"deep-recurrent\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/generalized-object-recognition-using-deep-recurrent-models\">Generalized object recognition using deep recurrent models<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/analysis-and-recognition-of-3d-facial-expressions-in-pose-variations\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/3d_expression.jpg\" alt=\"3D face\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/analysis-and-recognition-of-3d-facial-expressions-in-pose-variations\/\">Analysis and Recognition of 3D Facial Expressions in Pose Variations<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/non-intrusive-optical-imaging-of-face-to-probe-physiological-traits-in-autism-spectrum-disorder\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2016\/07\/thumbnail.png\" alt=\"asd_icon\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/non-intrusive-optical-imaging-of-face-to-probe-physiological-traits-in-autism-spectrum-disorder\/\">Non-intrusive optical imaging of face to probe physiological traits in Autism Spectrum Disorder<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/robot-navigation-and-object-detectiontracking\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/marcbot.jpg\" alt=\"marcbot\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"robot-navigation-and-object-detectiontracking\/\">Robot navigation and object detection\/tracking<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/csrn-ekf\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/CSRN.jpg\" alt=\"csrn-ekf\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/csrn-ekf\">CSRN Maze Traversal with EKF<\/a><\/p> <\/td> <\/tr> <\/tbody> <\/table> <h4>Biomedical Imaging and Signal Analysis<\/h4> <table> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/obesity-prediction-from-structural-mri-using-conformal-deep-learning-with-uncertainty-quantification\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2025\/02\/Obesity.png\" alt=\"Brain Regions Identified for Obesity Patient\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/obesity-prediction-from-structural-mri-using-conformal-deep-learning-with-uncertainty-quantification\/\">Obesity Prediction from Structural MRI Using Conformal Deep Learning with Uncertainty Quantification<\/a><\/p> <\/td> <\/tr> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/functional-brain-network-identification-in-opioid-use-disorder-using-machine-learning-analysis-of-resting-state-fmri-bold-signals\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2025\/02\/OUD.jpg\" alt=\"Neuronal Activity of OUD patient\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/functional-brain-network-identification-in-opioid-use-disorder-using-machine-learning-analysis-of-resting-state-fmri-bold-signals\/\">Functional Brain Network Identification in Opioid Use Disorder Using Machine Learning Analysis of Resting-State fMRI BOLD Signals<\/a><\/p> <\/td> <\/tr> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/joint-modeling-of-rnaseq-and-radiomics-data-for-glioma-molecular-characterization-and-prediction\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2021\/08\/JointModeling_Frontier_2_icon.png\" alt=\"classification architecture\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/joint-modeling-of-rnaseq-and-radiomics-data-for-glioma-molecular-characterization-and-prediction\">Joint Modeling of RNASEQ and Radiomics Data for Glioma Molecular Characterization and Prediction<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/prediction-of-molecular-mutations-in-diffuse-low-grade-gliomas-using-mr-imaging-features\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2021\/07\/Zeina-icon.png\" alt=\"classification architecture\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/prediction-of-molecular-mutations-in-diffuse-low-grade-gliomas-using-mr-imaging-features\">Prediction of Molecular Mutations in Diffuse Low-Grade Gliomas using MR Imaging Features<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/glioma-outcome-prediction-and-survival-analysis\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2020\/02\/pipeline-1.png\" alt=\"pipeline_icon\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/glioma-outcome-prediction-and-survival-analysis\">Glioma Outcome Prediction And Survival Analysis<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/accelerating-cavity-fault-prediction-using-deep-learning-at-jefferson-laboratory\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2024\/06\/jlab-thumbnail.png\" alt=\"eeg_icon\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/accelerating-cavity-fault-prediction-using-deep-learning-at-jefferson-laboratory\/\">Accelerating Cavity Fault Prediction Using Deep Learning at Jefferson Laboratory<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/neurophysiologic-analysis-of-human-visual-processing-and-interfacing-for-automated-robot-navigation\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/eeg.jpg\" alt=\"eeg_icon\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/neurophysiologic-analysis-of-human-visual-processing-and-interfacing-for-automated-robot-navigation\/\">Neurophysiologic Analysis of Human Visual Processing and Interfacing for Automated Robot Navigation<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/improved-brain-tumor-growth-prediction-and-segmentation-in-longitudinal-brain-mri\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2016\/03\/framework.png\" alt=\"ekg_icon\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/improved-brain-tumor-growth-prediction-and-segmentation-in-longitudinal-brain-mri\/\">Improved Brain Tumor Growth Prediction and Segmentation in Longitudinal Brain MRI<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/modeling-and-fusion-of-atlas-based-tumor-growth-and-feature-based-models-for-normal-and-abnormal-brain-tissue-segmentation\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/day263.jpg\" alt=\"tumor growth\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/modeling-and-fusion-of-atlas-based-tumor-growth-and-feature-based-models-for-normal-and-abnormal-brain-tissue-segmentation\/\">Modeling and Fusion of Atlas-Based Tumor Growth and Feature-Based Models for Normal and Abnormal Brain Tissue Segmentation<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/automatic-segmentation-of-brain-tumor-and-lesions-in-mr-images\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/bts.jpg\" alt=\"brain tumor segmentation\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/automatic-segmentation-of-brain-tumor-and-lesions-in-mr-images\/\">Automatic Segmentation of Brain Tumor and Lesions in MR Images<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/deep-recurrent-neural-network-for-seizure-detection\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2016\/07\/network-response-e1467826450349.png\" alt=\"seizure_icon\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/deep-recurrent-neural-network-for-seizure-detection\/\">Deep Recurrent Neural Network for Seizure Detection<\/a><\/p> <\/td> <\/tr> <\/tbody> <\/table> <h4>Environmental and Infrastructure Resiliency<\/h4> <table> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/surfgenerator-generative-adversarial-network-modeling-for-synthetic-flooding-video-generation\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2024\/06\/surf-thumbnail.png\" alt=\"traffic segmentation\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/surfgenerator-generative-adversarial-network-modeling-for-synthetic-flooding-video-generation\/\">SURFGenerator: Generative Adversarial Network Modeling for Synthetic Flooding Video Generation<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/efficient-segmentation-of-real-time-traffic-video-for-gas-emissions-estimation\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/its.jpg\" alt=\"traffic segmentation\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/efficient-segmentation-of-real-time-traffic-video-for-gas-emissions-estimation\/\">Efficient Segmentation of Real-Time Traffic Video for Gas Emissions Estimation<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/sensing-and-classification-of-aerosols-in-lidar-scattering-plots-in-the-atmosphere\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2016\/03\/cropped-IMG_0238-e1459200531668.jpg\" alt=\"lidar\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/sensing-and-classification-of-aerosols-in-lidar-scattering-plots-in-the-atmosphere\/\">Sensing and Classification of Aerosols in LiDAR Scattering Plots in the Atmosphere<\/a><\/p> <\/td> <\/tr> <\/tbody> <tbody> <tr> <td><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/shoreline-detection-and-mapping-using-dems-data-and-aerial-photos\/\" rel=\"attachment wp-att-82\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-82\" src=\"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-content\/uploads\/sites\/1499\/2023\/05\/shoreline.jpg\" alt=\"shoreline\" width=\"75\" height=\"75\" \/><\/a><\/td> <td> <p style=\"text-align: left\"><a href=\"https:\/\/sites.wp.odu.edu\/VisionLab\/research\/shoreline-detection-and-mapping-using-dems-data-and-aerial-photos\/\">Shoreline Detection and Mapping Using DEMs Data and Aerial Photos<\/a><\/p> <\/td> <\/tr> <\/tbody> <\/table> ","protected":false},"excerpt":{"rendered":"<p>The computational intelligence and machine vision laboratory (Vision Lab) aims to develop novel theory, state-of-art algorithms and architectures for learning and real-time applications in the areas of: Human-Machine Interaction, Learning, and Recognition Data-limited domain adaptation and transfer learning for learning latent expression labels of child facial expression images 3D Skeleton Estimation and Human Identity Recognition [&hellip;]<\/p>\n","protected":false},"author":5165,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/pages\/35"}],"collection":[{"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/users\/5165"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/comments?post=35"}],"version-history":[{"count":5,"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/pages\/35\/revisions"}],"predecessor-version":[{"id":2659,"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/pages\/35\/revisions\/2659"}],"wp:attachment":[{"href":"https:\/\/sites.wp.odu.edu\/VisionLab\/wp-json\/wp\/v2\/media?parent=35"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}