Enhanced medical image analysis: leveraging CUDA for fast and accurate Pneumonia detection with optimized CNNs

Enhanced medical image analysis: leveraging CUDA for fast and accurate Pneumonia detection with optimized CNNs

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024.

Manylion Llyfryddiaeth
Prif Awdur:	Alvi, Md.Waseq Alauddin
Awduron Eraill:	Alam, Md. Ashraful
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2024
Pynciau:	Disease detection Pneumonia detection Image analysis Convolutional neural network Healthcare diagnostics CUDA NVIDIA Deep learning Diagnostic imaging > Data processing. Image processing > Digital techniques. Pneumonia. Computational intelligence. Neural networks (Computer science).
Mynediad Ar-lein:	http://hdl.handle.net/10361/24360

Eitemau Tebyg

Pneumonia Disease detection using the convolutional neural network
gan: Ashrafee, Md. Iftid, et al.
Cyhoeddwyd: (2024)

A comparative analysis of the different CNN-LSTM model caption generation of medical images
gan: Amin, Mahzabin Yasmin Binte, et al.
Cyhoeddwyd: (2023)

Detecting anomalies in human eyes using structural similarity index measurement
gan: Jahan, Monwar, et al.
Cyhoeddwyd: (2019)

Detection of skin cancer using Convolutional neural network
gan: Ahsan, Abu Sa-adat Mohamed Moon-Im Al, et al.
Cyhoeddwyd: (2020)

ResInvolution: an involution-ResNet fused global spatial relation leveraging model for histopathological image analysis under federated learning environment
gan: Dipto, Shakib Mahmud
Cyhoeddwyd: (2024)

Traumatic meningeal enhancement detection by deep learning-based biomedical image analysis and handcrafted features extraction
gan: Uddin, Mohammad Sakib, et al.
Cyhoeddwyd: (2024)

Demystify the blackbox model of automated detection of lung and kidney diseases from X-ray and CT radiographs
gan: Islam, Md. Nazmul
Cyhoeddwyd: (2023)

Early detection of parkinson’s disease using image processing and artificial neural network
gan: Rumman, Mosarrat, et al.
Cyhoeddwyd: (2018)

Leveraging unsupervised segmentation for semi-supervised renal calculi and carcinoma segmentation and classification
gan: Faruk, Farhan, et al.
Cyhoeddwyd: (2024)

Skin cancer classification for seven types of skin lesions
gan: Rahman, Md. Tawsifur, et al.
Cyhoeddwyd: (2024)

Smoke detection using image processing
gan: Sarker, Md. Kamrujjaman
Cyhoeddwyd: (2018)

Comparison of deep transfer learning models for cancer diagnosis
gan: Joya, Nadia Islam, et al.
Cyhoeddwyd: (2023)

Cancer detection using image processing techniques based on cell counting, cell area measurement and clump detection
gan: Pavel, Monirul Islam, et al.
Cyhoeddwyd: (2018)

End to end Bangla handwritten and scene text detection using convolutional neural network
gan: Mahal, Somania Nur, et al.
Cyhoeddwyd: (2018)

Exploring deep features: deeper fully convolutional neural network for image segmentation
gan: Kamran, Sharif Amit, et al.
Cyhoeddwyd: (2017)

Optimization techniques for speedup in a parallel algorithm
gan: Faria, Fairuz, et al.
Cyhoeddwyd: (2018)

A review on carbon nanotube: a new era in cancer diagnosis & therapy
gan: Parvez, Safi
Cyhoeddwyd: (2023)

Evaluation of MicrocinE492 gene presence in Klebsiella pneumoniae isolated from clinical samples.
gan: Islam, Faria
Cyhoeddwyd: (2019)

Image classification using deep neural network for efficient identification of traffic sign
gan: Saha, Sourajit
Cyhoeddwyd: (2018)

A prospective study on the efficiency of ciprofloxacin in combination with chloramphenicol and probiotics against multiple antibiotics resistant Klebsiella pneumoniae
gan: Ahmed, Akash
Cyhoeddwyd: (2018)

Utilizing deep learning architectures for early detection of lung diseases in chest X-ray images
gan: Ahmed, Sarder Tanvir, et al.
Cyhoeddwyd: (2024)

Vision Transformer (ViT) approach in computer aided diagnosis of acute lymphoblastic leukemia
gan: Amin, Sifatul, et al.
Cyhoeddwyd: (2023)

An eﬃcient deep learning approach for detecting lung disease from chest X-ray images using transfer learning and ensemble modeling
gan: Sagor, Mostofa Kamal, et al.
Cyhoeddwyd: (2021)

An efficient approach to detect melanoma skin cancer using a custom CNN model
gan: Rahman, K.M Saidur, et al.
Cyhoeddwyd: (2023)

Classification of retinal diseases from OCT images using deep learning models
gan: Mokarrom, Md Saif, et al.
Cyhoeddwyd: (2024)

Fetal plane classification from 2D-ultrasound images leveraging squeeze and excitation self-attention mechanism for feature recalibration in MedMamba
gan: Riju, Tanjim Islam, et al.
Cyhoeddwyd: (2024)

Autonomous fault diagnosis of commercially available PV modules using high-end deep learning frameworks
gan: Tasawar, Ihtyaz Kader, et al.
Cyhoeddwyd: (2021)

The combined effect of Moxifloxacin and Ciprofloxacin against multidrug-resistant Klebsiella pneumoniae
gan: Hossain, Mehrin, et al.
Cyhoeddwyd: (2022)

Navigational intelligence at river: a laser-based imaging approach for nocturnal vessel detection
gan: Zafreen, Zasia, et al.
Cyhoeddwyd: (2024)

Monitoring of endangered fish using image processing and AI tools
gan: Hossain, Naheen, et al.
Cyhoeddwyd: (2019)

SWT and SIFT based copy-move image forgery detection
gan: Das, Taposh, et al.
Cyhoeddwyd: (2018)

Suspicious human-movement detection
gan: Biswas, Amlan, et al.
Cyhoeddwyd: (2018)

Bacterial etiology and antibiotic resistance pattern of adult pneumonia in South Asia: a review
gan: Eusra, Kazi Fatiha, et al.
Cyhoeddwyd: (2023)

D-ARTNET22 V1: a neural network framework against stolen digital artworks getting Non-Fungible Token (NFT) labels
gan: Dipro, Farhan Hasin, et al.
Cyhoeddwyd: (2024)

In silico drug designing against Klebsiella pneumoniae adhesin protein
gan: Hoq, Muntasirul
Cyhoeddwyd: (2019)

Fake currency detection using image processing method
gan: Alimushwan, Munshi Md., et al.
Cyhoeddwyd: (2017)

Deepfake detection using neural networks
gan: Sakib, Sadman, et al.
Cyhoeddwyd: (2021)

Identification and comparative analysis of potholes using image processing algorithms
gan: Anik, Fahim Shahriare, et al.
Cyhoeddwyd: (2018)

Cancer classification using deep learning from medical image data
gan: Monir, Raiyan Janik, et al.
Cyhoeddwyd: (2022)

Single and multi-view 2D image processing for enhanced 3D object reconstruction
gan: Ghosh, Swapnil, et al.
Cyhoeddwyd: (2024)