class.vision  by Alireza-Akhavan

Computer vision and deep learning course materials

Created 7 years ago
251 stars

Top 99.9% on SourcePulse

GitHubView on GitHub
Project Summary

This repository provides comprehensive course materials for learning computer vision and deep learning using Python and OpenCV. It targets students and developers seeking practical, hands-on experience with image and video processing techniques, offering a structured curriculum from fundamental operations to advanced recognition tasks.

How It Works

The project is organized into modules, each covering a specific area of computer vision. It utilizes Jupyter notebooks (.ipynb files) to present theoretical concepts alongside practical code examples and exercises. Core libraries include OpenCV for image manipulation and processing, with mentions of deep learning frameworks like TensorFlow for advanced topics.

Quick Start & Requirements

  • Installation: Clone the repository and set up a Python environment with necessary libraries.
  • Prerequisites: Python, OpenCV, and potentially deep learning libraries (TensorFlow). Jupyter Notebooks are the primary execution environment.
  • Resources: Requires a standard development machine capable of running Python and Jupyter. Specific modules might benefit from GPU acceleration for deep learning components.
  • Documentation: The repository structure itself serves as documentation, with notebooks detailing each topic.

Highlighted Details

  • Covers fundamental OpenCV operations: image I/O, color spaces, morphological transformations, filtering, and video handling.
  • Includes advanced modules on geometric transforms, feature detection (SIFT, ORB), image segmentation (GrabCut), and object detection (Haar cascades, HOG).
  • Explores computational photography techniques like HDR, seamless cloning, and image inpainting.
  • Introduces AI concepts with Persian and English digit classification examples using KNN and OpenCV.

Maintenance & Community

Information regarding maintenance, contributors, or community channels is not available in the provided text.

Licensing & Compatibility

The license type and compatibility notes are not specified in the provided text.

Limitations & Caveats

The repository primarily consists of course materials and example notebooks; it is not presented as a production-ready library or framework. Advanced deep learning components may require significant computational resources. Information on licensing, support, and project maintenance is absent.

Health Check
Last Commit

1 year ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
0
Star History
7 stars in the last 30 days

Explore Similar Projects

Starred by Elie Bursztein Elie Bursztein(Cybersecurity Lead at Google DeepMind), Chuan Li Chuan Li(Chief Scientific Officer at Lambda), and
6 more.

3D-Machine-Learning by timzhang642

0.0%
10k
Resource list for 3D machine learning
Created 8 years ago
Updated 1 year ago
Starred by Chip Huyen Chip Huyen(Author of "AI Engineering", "Designing Machine Learning Systems") and Kevin Hou Kevin Hou(Head of Product Engineering at Windsurf).

ImageAI by OlafenwaMoses

0.1%
9k
Python library for computer vision tasks
Created 7 years ago
Updated 1 year ago
Starred by Alexandr Wang Alexandr Wang(Chief AI Officer at Meta; Cofounder of Scale AI), Boris Cherny Boris Cherny(Creator of Claude Code; MTS at Anthropic), and
8 more.

awesome-deep-vision by kjw0612

0.0%
11k
Curated list of deep learning resources for computer vision
Created 10 years ago
Updated 2 years ago
Feedback? Help us improve.