How to Validate Double Value in VB.Net
This tutorial is all about How to Validate Double Value in VB.Net. With this tutorial you can Validate Double Value in VB.Net easily. So let’s get started: Output: If you have …
How to move an undecorated JFrame in Java Tutorial
How to move an undecorated JFrame in Java Tutorial. This tutorial is all about How to move an undecorated JFrame in Java Tutorial.In this tutorial you will learn How to …
How to use Radio Button in Java Tutorial using NetBeans IDE
This tutorial is all about How to use Radio Button in Java Tutorial using NetBeans IDE, you will learn how to insert a value in database using radio button. Radio …
How to use Word Count in Java tutorial using Netbeans IDE
How to use Word Count in Java tutorial using NetBeans IDE. This tutorial is all about How to use Word Count in Java tutorial using NetBeans IDE. In this tutorial …
How to use Auto Complete Source in Combo Box using Java Tutorial
How to use Auto Complete Source in Combo Box using Java Tutorial This tutorial is all about How to How to use Auto Complete Source in Combo Box using Java …
Simple Restaurant Management System using Java
Simple Restaurant Management System using Java With Source Code The Simple Restaurant Management System using Java is intended for the use of people that has a mini restaurant. This Simple …
How to Reorder List in Listbox using VB.Net
This tutorial is all about How to Reorder List in Listbox using VB.Net. With this tutorial you can Reorder List in Listbox using VB.Net easily. So let’s get started: Output: If you have …
Change the background color of table header in table using Java Tutorial
Change the background color of table header in table using Java Tutorial This tutorial is all about Change the background color of table header in table using Java Tutorial. In …
How to do Uppercase and Lowercase in Visual Basic .NET
How to do Uppercase and Lowercase in Visual Basic .NET How to do Uppercase and Lowercase in Visual Basic.NET. In this tutorial, you will learn how to do uppercase and …
Block Offensive Words on Chat in PHP
Hello! Good day everyone! This tutorial is all about Block Offensive Words on Chat in PHP Today, I’m gonna teach you on creating a Block Offensive Words on Chat in PHP a …
How to Capture Full Screen using VB.Net
This tutorial is all about How to Capture Full Screen using VB.Net. In this tutorial you will be able to Capture Full Screen using VB.Net So lets get Started: Output: If you …
Logical and Conditional Operators in VB.Net
This Tutorial is all about Logical and Conditional Operators in VB.Net. In this tutorial you will learn about Logical and Conditional Operators in VB.Net. So lets get Started: This lesson …
How to Run another Application in a Form using VB.Net
This Tutorial is all about How to Run another Application in a Form using VB.Net. In this tutorial you will be able to Run another Application in a Form using …
Frequently Asked Questions
Are these deep learning projects free for capstone and thesis use?
Yes. All deep learning projects on this hub are free to download, modify, and submit. No attribution required for academic use. Most are MIT-licensed or include source-code packs with sample datasets and pretrained model weights.
What deep learning frameworks do I need installed?
Most projects use OpenCV (cv2) for video capture and image preprocessing, plus one of: TensorFlow / Keras (Caffe model loading via cv2.dnn, custom CNN training), PyTorch (research-style models, YOLO v5+, transformers), or MediaPipe (Google's optimized face/hand/pose detectors). Install with pip install opencv-python tensorflow keras torch torchvision mediapipe numpy. Python 3.10, 3.11, or 3.12 recommended (avoid 3.13 until all wheels catch up).
Do I need a GPU to run these deep learning projects?
For inference (running a pretrained model on your webcam): no, CPU runs at 15-30 FPS for most computer-vision tasks. For training a custom model on your own dataset: GPU strongly recommended (CPU works but is slow). Free GPU options: Google Colab Free (12-hour sessions, sufficient for most BSIT capstones), Kaggle Notebooks Free (30-hour weekly quota), Paperspace Free tier. No need to buy a $1000+ GPU just for a capstone defense.
Deep learning vs classical machine learning, which should I pick for my capstone?
Pick deep learning when your inputs are unstructured (images, audio, video, text) and you have 10,000+ training samples. Pick classical ML (random forest, SVM, logistic regression) for tabular data, small datasets (under 1,000 rows), or when you need explainable predictions for the panel. Many capstones combine both: deep learning for feature extraction (face embedding via FaceNet) plus classical ML on top (SVM classifier for identity matching).
Why is my OpenCV deep learning model running at 2 FPS?
Three usual causes: (1) Resolution too high, resize frames to 640x480 or 320x240 before inference. (2) Wrong cv2.dnn backend, set net.setPreferableBackend(cv2.dnn.DNN_BACKEND_OPENCV) and net.setPreferableTarget(cv2.dnn.DNN_TARGET_CPU). (3) Heavy model on weak hardware, swap YOLO v5 for MobileNet-SSD or use Haar cascades for simple face/eye detection. Also close other applications and disable laptop battery-save throttling.
Can I extend a single OpenCV demo into a full BSIT capstone?
Yes, and you should. A standalone webcam demo (face detection alone) is too narrow for capstone scope. Wrap it in a real system: face recognition becomes Real-Time Attendance System with PHP/MySQL dashboard, object detection becomes Smart CCTV Alert System with email notifications, drowsiness detection becomes Driver Monitoring System for fleet vehicles. Add user accounts, database logging, simple admin UI, and write Chapters 1-5 manuscript to satisfy panel requirements.
How often is this deep learning projects list updated?
New deep learning projects are added periodically as we receive student requests and new models become OpenCV-compatible. Last refreshed June 2026 with 19 vision-focused projects covering face recognition, object detection, traffic-sign classification, OCR, and more.