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Spring 2019

Project Session Title
1 Spring 2019 Optimizing Illumination for Overlapped Classification
2 Spring 2019 Classification of Microscopic Images With and Without Tuberculosis Bacilli
3 Spring 2019 A Deep Learning Approach to Improving Ultrasonic Plane Wave Imaging
4 Spring 2019 Automated Image Focus Detecting Algorithm for Low-Cost Handheld Microscope
5 Spring 2019 Exploring Physical Parameters for Incoherent Imaging

Spring 2020

Project Session Title
1 Spring 2020 Reducing MRI Acquisition Time by Convolutional Neural Network
2 Spring 2020 Gesture Recognition on Low Resolution American Sign Language (ASL) Images
3 Spring 2020 Optimizing Sparse View Raw CT Data for Intracranial Hemorrhage Classification
4 Spring 2020 A Deep Learning-Based Classifier for Mosquito Identification
5 Spring 2020 Convolutional Neural Network Based Iage Cassification for Idiopathic Pulmonary Fibrosis and Nonspecific Interstitial Pneumonia Using 129Xe Gas Exchange Imaging
6 Spring 2020 Detecting Retina Damage from Speckle Noise Polluted OCT-Retinal Images
7 Spring 2020 Vessel Segmentation With U-Net
8 Spring 2020 Dynamic Gaussian Convolution for Retinal Optical Coherence Tomography Segmentation
9 Spring 2020 CNN-Guided Sub-Sampling and Reconstruction of Clinical Brain MR Data (Best final project award)
10 Spring 2020 Optimization of the Optics Lens in Classification of Colorectal Cancer Histology
11 Spring 2020 Optimizing Gray-scale Image Formation Parameters in CNN Skin Caner Detection
12 Spring 2020 Chest X-Ray Image Classification and Deconvolution

Fall 2020

Project Session Title
1 Fall 2020 Proposed Pipeline for CT Image Lung Segmentation with a U-Net and an Optimized Back-Projection Filter
2 Fall 2020 Adaptive Illumination in Microscope with Visual Attention for Specimen Classification
3 Fall 2020 Classification of Lung Nodules from Low Radiation CT Scanned Images
4 Fall 2020 Automated Segmentation and 3D Surface Model Generation of Intervertebral Discs from MR Images using a Learned Gamma Adjustment Parameter
5 Fall 2020 Optimizing Projection Radiography with Machine Learning
6 Fall 2020 Multimodal Segmentation of Stroke Lesions in Brain MR Images Using U-Net Architecture and Input-Level Fusio
7 Fall 2020 Physical Parameters for Image Learning in Pediatrics
8 Fall 2020 Designing a Physical X-Ray Filter for Optimal Classification of COVID-19 Pneumonia using Convolutional Neural Networks
9 Fall 2020 Classifying Skin Lesions with Simulated Lens Blur
10 Fall 2020 RetinaNet Bioburden Detection with Physical Layer Simulating Colored Illumination
11 Fall 2020 Learning How to Shade for Skin Lesion Diagnosis
12 Fall 2020 The Threshold of Resolution for the Classification of Microscopic Blood Images with or without Malaria Parasites
13 Fall 2020 Classifying Carcinomas in Patient Noisy Images with Lung Cancer
14 Fall 2020 Fast Intelligent Autofocusing for Retinal Optical Coherence Tomography
15 Fall 2020 Improving Skin Lesion Categorization Accuracy with Neural Networks by Implementing New Optical Lenses and Illumination Patterns
16 Fall 2020 Modeling an Optimal Microscope Hardware for an Mhealth Autonomous Malaria Detector
17 Fall 2020 Effect of Image Enhancements in Classification of Chest X Ray(CXR) for Diagnosis of COVID 19

Spring 2021

Project Session Title
1 Spring 2021 Determining the Impact of Motion Blur on the Segmentation of Tumors in Brain MR Images Using U-Net Architecture
2 Spring 2021 Towards Improving Classification of Suspected Abnormalities in Digital Breast Tomosynthesis Using Physical Layers
3 Spring 2021 Optimizing multiparametric ultrasound (mUS) combining B-mode, SWEI, ARFI,QUS Midband Fit for Prostate Gland Auto segmentation
4 Spring 2021 Machine Learning-Based Optimization of Physical Layer Quantization for Diabetic Retinopathy Detection
5 Spring 2021 Optimization of Fourier Space Filter for Chest X-ray Image Compression in Deep Learning Training
6 Spring 2021 Malaria Parasite Detection using a Polarization Sensitive Microscope and Machine Learning
7 Spring 2021 Physical Parameters for Image Learning in Pediatrics
8 Spring 2021 Classifying Overlapping American Sign Language Letters
9 Spring 2021 Optimizing A Spacial Illumination Filter to Improve the Segmentation of Spirochaeta Bacteria
10 Spring 2021 Automated Tracing of Neuronal Processes via 3D Image Segmentation and Contrast Enhancement
11 Spring 2021 Window Level Optimization for Pectoral Muscle Segmentation
12 Spring 2021 Machine Learning-Based Optimization of Physical Layer Quantization for Diabetic Retinopathy Detection
13 Spring 2021 Insights From HAM10000 Classification Using Learned Compression

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