barzansaeedpour/object-localization-and-classification-with-one-network
This repository contains code and resources for performing object localization and classification using a single network on an Augmented MNIST dataset.
This project helps machine learning practitioners or researchers quickly experiment with a fundamental task in computer vision: identifying an object's type and its location within an image. You provide it with images containing a single, randomly positioned handwritten digit, and it outputs both the digit's classification (0-9) and a bounding box indicating its precise location. This is ideal for those exploring basic object detection concepts.
No commits in the last 6 months.
Use this if you are a machine learning student, researcher, or practitioner looking for a clear, hands-on example of a convolutional neural network that performs both image classification and object localization on a simple, augmented dataset.
Not ideal if you need a production-ready solution for complex multi-object detection in real-world images or if you're not familiar with fundamental machine learning and deep learning concepts.
Stars
9
Forks
—
Language
Jupyter Notebook
License
MIT
Category
Last pushed
Jun 06, 2023
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/barzansaeedpour/object-localization-and-classification-with-one-network"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
qubvel/efficientnet
Implementation of EfficientNet model. Keras and TensorFlow Keras.
KichangKim/DeepDanbooru
AI based multi-label girl image classification system, implemented by using TensorFlow.
matlab-deep-learning/Image-Classification-in-MATLAB-Using-TensorFlow
This example shows how to call a TensorFlow model from MATLAB using co-execution with Python.
harvitronix/five-video-classification-methods
Code that accompanies my blog post outlining five video classification methods in Keras and TensorFlow
AFAgarap/cnn-svm
An Architecture Combining Convolutional Neural Network (CNN) and Linear Support Vector Machine...