Application of deep convolutional neural network in multiclass skin cancer classification using custom CNN architecture

Application of deep convolutional neural network in multiclass skin cancer classification using custom CNN architecture

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2023.

Dades bibliogràfiques
Autors principals:	Shafique, Nadia, Shaheen, Kaynat Bint, Sikder, Zarjis Husain, Dey, Utsho, Swacha, Sharforaz Rahman
Altres autors:	Ashraf, Faisal Bin
Format:	Thesis
Idioma:	English
Publicat:	Brac University 2023
Matèries:	Skin cancer CNN model BKL Convolution layer Accuracy AUC MEL BCC AKIEC Deep learning Dermoscopic data Convolutional Neural Network NV DF ROC curve F1 score VASC Machine learning Cognitive learning theory Neural networks (Computer science)
Accés en línia:	http://hdl.handle.net/10361/21934

Ítems similars

Application of deep convolutional neural network in breast cancer prediction using Digital Mammograms
per: Al Mamun, Rafsan, et al.
Publicat: (2022)

Visual object recognition using deep convolutional neural network
per: Ahmed, Sabbir
Publicat: (2017)

Classification of peripheral blood cell images using deep learning
per: Aadi, Oyshik Ahmed, et al.
Publicat: (2024)

An efficient deep learning approach to classify white blood cells
per: Turja, Afif Ibna Kadir Khan, et al.
Publicat: (2024)

Human Activity Recognition using wearable body sensor by machine learning approach
per: Promi, Sadia Tangim, et al.
Publicat: (2020)

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
per: Ferdous, Md.Rubaiat, et al.
Publicat: (2024)

Efficient image processing and machine learning approach for predicting retinal diseases
per: Hasib, Mehadi Hasan, et al.
Publicat: (2021)

Analysis of transformer and CNN based approaches for classifying renal abnormality from image data
per: Reza, S. M. Mushfiq, et al.
Publicat: (2024)

Visual object classification from fMRI data
per: Newaz, Syed Mishar, et al.
Publicat: (2022)

Enhancing multiclass brain tumor classification using deep learning: leveraging superior imaging representations to improve inferior modality performance
per: Hossain, Shah Md. Shakhawath, et al.
Publicat: (2024)

Detection of handwritten text using convolutional neural network
per: Jasim, Rabib Bin, et al.
Publicat: (2024)

An efficient deep learning approach to detect skin Cancer
per: Islam, Ashfaqul, et al.
Publicat: (2022)

Skin cancer detection and classification using multiple optimized deep convolutional neural network
per: Sakir, Adnan, et al.
Publicat: (2023)

Deep learning-based hybrid multi-task model for adrenocortical carcinoma segmentation and classification
per: Datta, Nirjhor, et al.
Publicat: (2024)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
per: Ifty, Md. Hasin Sarwar, et al.
Publicat: (2024)

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

Towards solving perception based autonomous driving assistant system
per: Hossain, Md. Arafat, et al.
Publicat: (2022)

Cervical Cancer Detection from Cervix Image Using Pap smear Imaging through CNN
per: Bhuiyan, Mazedul Haque, et al.
Publicat: (2021)

Early Schizophrenia Diagnosis with 3D Convolutional Neural Network
per: Ashraf, S.M. Nabil, et al.
Publicat: (2021)

Silent voice: harnessing deep learning for lip-reading in Bangla
per: Shaheen, Munia, et al.
Publicat: (2024)

ProteoKnight: phage virion protein classification with CNN and uncertainty quantification
per: Bhuiyan, Abir Ahammed, et al.
Publicat: (2024)

A deep learning approach for prediction of ADHD using brain structure
per: Siam, Shafin Ahad, et al.
Publicat: (2024)

An efficient deep learning approach for brain tumor detection using 3D convolutional neural network
per: Ali, Syed Muaz
Publicat: (2023)

Explainable Deepfake video detection using Convolutional Neural Network and CapsuleNet
per: Ishrak, Gazi Hasin, et al.
Publicat: (2022)

KDANet: optical recognition for Bangla language using deep neural networks
per: Rabbi, Kazi Kamruzzaman, et al.
Publicat: (2023)

A novel lightweight CNN approach for Bangladeshi sign language gesture recognition
per: Rahman, Aryan, et al.
Publicat: (2023)

Leaf classification by feature extraction using CNN
per: Bhuiyan, Md. Mazharul Islam, et al.
Publicat: (2020)

Crime scene prediction by detecting threatening objects using convolutional neural network
per: Nakib, Mohammad, et al.
Publicat: (2017)

Anti-aliasing for real-time applications in 3D using deep convolutional neural network
per: Siam, F. M. Jamius, et al.
Publicat: (2021)

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

Diabetic retinopathy detection and classification by using deep learning
per: Hossain, Shahriar, et al.
Publicat: (2022)

Plant leaf disease identification
per: Hasan Mahin, Mohammad Rakibul, et al.
Publicat: (2024)

Incorporating deep features extracted from convolutional neural networks to utilize machine learning classifiers for improved identification of Maize Leaf Disease
per: Khan, Shama, et al.
Publicat: (2024)

Deep learning based early Glaucoma detection
per: Islam, Aabrar, et al.
Publicat: (2024)

An efficient deep learning approach to detect skin cancer using image data
per: Chowdhury, Yaser Al Rahman, et al.
Publicat: (2023)

X-Ray classification to detect COVID-19 using ensemble model
per: Solaiman, Ishmam Ahmed, et al.
Publicat: (2021)

Intracranial hemorrhage detection using CNN-LSTM fusion model
per: Ahmed, Kazi sabab, et al.
Publicat: (2022)

Bang-lish sentiment classification using deep learning
per: Saleheen, Abrar, et al.
Publicat: (2023)

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

Plant disease detection using convolutional neural network
per: Hossain, Mohammad Shifat, et al.
Publicat: (2021)