A deep learning approach to depression detection based on Convolutional Neural Networks and Transfer Learning

A deep learning approach to depression detection based on Convolutional Neural Networks and Transfer Learning

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2021.

Manylion Llyfryddiaeth
Prif Awduron:	Sarmi, Kaniz Fatima, Rahman, Shaikh Mahmudur, Sultana, Nusrat Jahan, Anzoom Shanto, Khandaker MD. Asef
Awduron Eraill:	Parvez, Dr. Mohammad Zavid
Fformat:	Traethawd Ymchwil
Iaith:	en_US
Cyhoeddwyd:	Brac University 2022
Pynciau:	Electroencephalogram (EEG) Major Depressive Disorder (MDD) Brain Signal Analysis Transfer Learning Models VGG16 ResNet152 Xception MobileNetV2 Machine Learning Electroencephalography Neural networks (Computer science)
Mynediad Ar-lein:	http://hdl.handle.net/10361/17576

Eitemau Tebyg

Depression classification with MDD (Major Depressive Disorder) using signal processing and machine learning
gan: Saleque, Shahriar, et al.
Cyhoeddwyd: (2021)

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

Analysis of the impact of online education using EEG signals and machine learning algorithms
gan: Hoque, Ehsanul, et al.
Cyhoeddwyd: (2021)

A comparative study of lung cancer prediction using deep learning
gan: Mugdho, Aka Mohammad, et al.
Cyhoeddwyd: (2023)

Using deep learning algorithms to detect violent activities
gan: Ammar, S.M. Rojin, et al.
Cyhoeddwyd: (2019)

CancerCare: A reliable and secured self-supervising and interactive system using deep learning
gan: Khisa, Pushpakali, et al.
Cyhoeddwyd: (2024)

Cassava leaf disease classification using deep learning and convolutional neural network ensemble
gan: Shahriar, Hasan, et al.
Cyhoeddwyd: (2022)

Detection of mind wandering using EEG signals
gan: Tasika, Nadia Jebin, et al.
Cyhoeddwyd: (2020)

Enhancing Monkeypox diagnosis: a machine learning approach for skin lession classification
gan: Nazmee, Namirah, et al.
Cyhoeddwyd: (2024)

Predicting depression in Bangladeshi undergraduates using machine learning
gan: Choudhury, Ahnaf Atef, et al.
Cyhoeddwyd: (2019)

Electroencephalogram based Emotion Recognition with Graph Convolutional Network Model
gan: Islam, Md. Tahmidul, et al.
Cyhoeddwyd: (2023)

Emotion analysis using machine learning model and deep learning model on DEAP dataset
gan: Hasan, Anita, et al.
Cyhoeddwyd: (2022)

Detection of coronary artery blockage at an early stage using effective deep learning technique
gan: Promit, Tahmid Ashrafee, et al.
Cyhoeddwyd: (2023)

Alzheimer’s Disease detection and classification using transfer learning techniques and ensembling operations on convolutional neural networks
gan: Awwal, Alvina, et al.
Cyhoeddwyd: (2021)

Prostate cancer detection using deep learning neural network with transfer learning approach
gan: Badhon, Ariful Islam Mahmud, et al.
Cyhoeddwyd: (2022)

Non-clinical Covid19 diagnosis on CT-scan, Chest X-ray, and respiratory patterns using deep-learning and signal processing
gan: Tasnim, Sadia, et al.
Cyhoeddwyd: (2023)

Classiﬁcation of damaged vegetation areas using convolutional neural network over satellite images
gan: Haque, Samiha, et al.
Cyhoeddwyd: (2021)

A machine learning approach to detect depression and anxiety using supervised learning
gan: Ullas, Md Tahmidur Rahman, et al.
Cyhoeddwyd: (2019)

Deep learning based automated diagnosis of Ocular Toxoplasmosis in fundus images using convolutional neural network
gan: Choudhury, Prionto Kumar, et al.
Cyhoeddwyd: (2024)

Skin disease detection and classification using deep learning
gan: Shuvon, Mehedi Hasan, et al.
Cyhoeddwyd: (2022)

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

Violent activity detection through surveillance camera using deep learning
gan: Miah, Parvez, et al.
Cyhoeddwyd: (2023)

Deep learning approaches to EEG and fMRI data: a comparative study for sleep stage classification
gan: Tanvir, Farhan, et al.
Cyhoeddwyd: (2024)

Multi-classification Network for Detecting Skin Diseases using Deep Learning and XAI
gan: Athina, Fahima Hasan, et al.
Cyhoeddwyd: (2022)

Explainable breast cancer detection from Histopathology images using transfer learning and XAI
gan: Farabi, Farhan, et al.
Cyhoeddwyd: (2023)

Prediction and detection in change of cognitive load for VIP’s by a machine learning approach
gan: Rahman, Fahim, et al.
Cyhoeddwyd: (2021)

A counseling system to predict the study path for freshmen
gan: Usha, Rowshni Tasneem, et al.
Cyhoeddwyd: (2019)

Heart disease prediction using machine learning algorithms
gan: Ali, Musfiq, et al.
Cyhoeddwyd: (2019)

Comprehensive fingerprint recognition utilizing one shot learning with Siamese Network
gan: Zaman, Sara Milham, et al.
Cyhoeddwyd: (2023)

Prediction of acute lymphoid leukemia using Privacy Preserving Neural Network
gan: Khilji, Ishfaque Qamar, et al.
Cyhoeddwyd: (2021)

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

A comparison of deep learning U‐Net architectures for semantic segmentation on panoramic X-ray images
gan: Bin Mushfiq, Rahil, et al.
Cyhoeddwyd: (2024)

Critical retinal disease detection from optical coherence tomography images by deep convolutional neural network and explainable machine learning
gan: Datta, Pranab, et al.
Cyhoeddwyd: (2021)

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

Automatic waste classification using deep learning and computer vision techniques
gan: Akash, MD., et al.
Cyhoeddwyd: (2023)

Detection of intracranial hemorrhage on CT scan images using convolutional neural network
gan: Rahman, Afridi Ibn, et al.
Cyhoeddwyd: (2022)

Citrus leaf disease detection by image processing
gan: Chowdhury, Mahir Faisal, et al.
Cyhoeddwyd: (2024)

Machine fault diagnosis using a modified transferable CNN
gan: Shammi, Sanjana Khan
Cyhoeddwyd: (2024)

Public vehicle ETA system using machine learning
gan: Kabir, Md. Miraz, et al.
Cyhoeddwyd: (2018)

Predicting depression in Bangladeshi undergraduates using machine learning
gan: Choudhury, Ahnaf Atef, et al.
Cyhoeddwyd: (2019)