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ajay-dhangar / algo

This repository contains a collection of data structures and algorithms implemented in various programming languages. It is designed to help learners understand key concepts through hands-on examples. Contributions and improvements are welcome!
https://ajay-dhangar.github.io/algo/
MIT License
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[Feature]: Add SSD (Single Shot MultiBox Detector) Object Detection Algorithm #1339

Open PrityanshuSingh opened 4 hours ago

PrityanshuSingh commented 4 hours ago

Feature Name

SSD Object Detection Algorithm

Feature Description

The SSD (Single Shot MultiBox Detector) is an efficient deep learning algorithm for real-time object detection. It processes an image in a single pass using a convolutional neural network (CNN) to predict multiple bounding boxes and class probabilities across different scales. This feature will provide users with a robust method for detecting and classifying objects in images quickly and accurately, making it suitable for applications in autonomous vehicles, security systems, and augmented reality.

Motivation

Adding the SSD algorithm to Algo will benefit users by providing them with a powerful and fast object detection tool. It is particularly useful in scenarios where real-time processing is essential, such as in surveillance systems and mobile applications. With its ability to handle objects of various sizes efficiently, users can enhance their projects with advanced computer vision capabilities.

Implementation Suggestions (Optional)

To implement the SSD algorithm, consider using the following:

Framework: PyTorch or TensorFlow for building and training the model. Libraries: OpenCV for image processing, and torchvision for pre-trained models and transformations. Steps:

  1. Utilize a base CNN architecture like VGG16 for feature extraction.
  2. Implement multi-scale detection using various feature maps.
  3. Incorporate bounding box predictions and Non-Max Suppression for filtering.
  4. Provide pre-trained weights for ease of use and quick deployment.

Feature Type

New Algorithm

Does this feature require additional resources?

References (Optional)

SSD: Single Shot MultiBox Detector Paper PyTorch Implementation of SSD

github-actions[bot] commented 4 hours ago

👋 Hi @PrityanshuSingh! Thank you for opening your first issue on the Algo project. We're excited to help you out and appreciate your contribution. Please provide as much detail as possible to assist us in addressing the issue effectively. Welcome aboard! 😊

github-actions[bot] commented 4 hours ago

👋 Hi @PrityanshuSingh! Thanks for opening this issue. We appreciate your contribution to the Algo project. Our team will review it soon.