Early stage detection and classification of colon cancer using deep learning and explainable AI on histopathological images

Early stage detection and classification of colon cancer using deep learning and explainable AI on histopathological images

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2022.

Manylion Llyfryddiaeth
Prif Awduron:	Hossain, Mainul, Haque, Shataddru Shyan, Ahmed, Humayun, Mahdi, Hossain Al, Aich, Ankan
Awduron Eraill:	Reza, Md Tanzim
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2022
Pynciau:	Colon Cancer Deep learning CNN Image classification Whole slide images Histopathological images Explainable AI Optimization algorithms LIME Artificial intelligence Cognitive learning theory (Deep learning)
Mynediad Ar-lein:	http://hdl.handle.net/10361/16671

Eitemau Tebyg

Transfer learning based industrial steel plates fault diagnosis using industrial fault signals
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EAI4CC: deciphering lung and colon cancer categorization within a federated learning framework harnessing the power of explainable artificial intelligence
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ResInvolution: an involution-ResNet fused global spatial relation leveraging model for histopathological image analysis under federated learning environment
gan: Dipto, Shakib Mahmud
Cyhoeddwyd: (2024)

Image processing and deep learning approach to evaluate earthquake resistance of urban buildings
gan: Ahmed, Yasin, et al.
Cyhoeddwyd: (2018)

Structurally and semantically coherent deep image inpainting
gan: Sami, Mirza Tanzim, et al.
Cyhoeddwyd: (2019)

Image segmentation of X-Ray and optical images using U-Net/UNet++ based deep learning architecture
gan: Sharma, Tanmoyee, et al.
Cyhoeddwyd: (2021)

An active-learning based training-schedule for biomedical image segmentation on deep neural networks
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Cyhoeddwyd: (2021)

A modern technique to detect potholes by Computer Vision and Deep Learning
gan: Saif, Muntasir Mahmud, et al.
Cyhoeddwyd: (2023)

An efficient ML approach to detect brain tumor using MRI images
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Prostate cancer detection using deep learning neural network with transfer learning approach
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An efficient deep learning approach to detect skin Cancer
gan: Islam, Ashfaqul, et al.
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Deep learning-based real-time pothole detection for avoiding road accident
gan: Basher, Rafsan, et al.
Cyhoeddwyd: (2022)

CancerCare: A reliable and secured self-supervising and interactive system using deep learning
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A novel lightweight CNN approach for Bangladeshi sign language gesture recognition
gan: Rahman, Aryan, et al.
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An efficient deep learning approach to detect citrus leaves disease
gan: Emon, Shaharear Hossain, et al.
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Demystifying black-box learning models of rumor detection from social media posts
gan: Tafannum, Faiza, et al.
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Real time dynamic facial recognition of subject at motion using angular image
gan: Tasneem, Sharah, et al.
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RetinalNet-500: a newly developed CNN model for eye disease detection
gan: Toki, Sadikul Alim, et al.
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Protovision: utilizing prototypical networks for retinal diseases classification based on few-shot learning
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Damaged road detection using Image Processing and Deep Learning
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Bengali hand sign language recognition using convolutional neural networks
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Cyhoeddwyd: (2019)

Corn leaf disease detection using deep convolution neural network
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Personalization in federated recommendation system using SVD++ with explainability
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Detecting Deepfake images using deep convolutional neural network
gan: Dhar, Arpita, et al.
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Demystify the blackbox model of automated detection of lung and kidney diseases from X-ray and CT radiographs
gan: Islam, Md. Nazmul
Cyhoeddwyd: (2023)

Cancer classification using deep learning from medical image data
gan: Monir, Raiyan Janik, et al.
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An eﬃcient deep learning approach for detecting lung disease from chest X-ray images using transfer learning and ensemble modeling
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Sentiment analysis on Bangladesh airlines review data using machine learning
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Cyhoeddwyd: (2022)

Image recognition by deep learning
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Cyhoeddwyd: (2018)

Analysis of deep learning models on low-light pest detection
gan: Irtiza, Md. Samin, et al.
Cyhoeddwyd: (2023)

Image processing based human detection and social distancing measurements with monitoring via fine tuned deep learning and computer vision
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Cyhoeddwyd: (2022)

An efficient deep learning approach to detect skin cancer using image data
gan: Chowdhury, Yaser Al Rahman, et al.
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Density based traffic control system for a four way intersection
gan: Chowdhury, Faizul Bari, et al.
Cyhoeddwyd: (2024)

An efficient deep learning approach for detecting Alzheimer’s disease using brain images
gan: Sani, Mehedi Hasan, et al.
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Demystifying machine learning models for IOT attack detection with explainable AI
gan: Muna, Rabeya Khatun, et al.
Cyhoeddwyd: (2021)

Generation of realistic images from human drawn sketches using deep learning
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Cyhoeddwyd: (2022)

Enhancing object clarity in single channel night vision images using deep reinforcement learning
gan: Hossain, Adil, et al.
Cyhoeddwyd: (2021)

An enhanced CNN model for classifying skin cancer
gan: Haider, Kazi MD Minhajul, et al.
Cyhoeddwyd: (2022)

An efficient deep learning approach to detect neurodegenerative diseases using retinal images
gan: Irfanuddin, Chowdhury Mohammad, et al.
Cyhoeddwyd: (2023)

3D Brain image segmentation using 3D tiled convolution neural networks
gan: Haque, Md Mahibul, et al.
Cyhoeddwyd: (2024)