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.

Dades bibliogràfiques
Autors principals:	Sarmi, Kaniz Fatima, Rahman, Shaikh Mahmudur, Sultana, Nusrat Jahan, Anzoom Shanto, Khandaker MD. Asef
Altres autors:	Parvez, Dr. Mohammad Zavid
Format:	Thesis
Idioma:	en_US
Publicat:	Brac University 2022
Matèries:	Electroencephalogram (EEG) Major Depressive Disorder (MDD) Brain Signal Analysis Transfer Learning Models VGG16 ResNet152 Xception MobileNetV2 Machine Learning Electroencephalography Neural networks (Computer science)
Accés en línia:	http://hdl.handle.net/10361/17576

Ítems similars

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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