2d convolution implementation numpy python

N

numpy.org official

2D Convolution with NumPy

Learn how to implement 2D convolution using NumPy's array operations. This example demonstrates a simple convolution operation between two 2D arrays.

T

towardsdatascience.com article

Convolutional Neural Networks with Python

In this article, we'll explore how to implement a 2D convolutional neural network using Python and the Keras library, including a discussion on the role of convolution in image processing.

G

github.io tool

2D Convolution Implementation in Python

This GitHub repository provides a Python implementation of 2D convolution using NumPy, along with example use cases and explanations of the underlying mathematics.

C

coursera.org video

Image Processing with 2D Convolution

This online course covers the basics of image processing, including 2D convolution, and provides Python implementations using libraries like OpenCV and NumPy.

R

researchgate.net research

Efficient 2D Convolution Algorithms

This research paper presents an efficient algorithm for 2D convolution and discusses its application in image and signal processing, with a focus on optimizing computational complexity.

S

stackoverflow.com article

Python Implementation of 2D Convolution

This Q&A thread on Stack Overflow provides a Python implementation of 2D convolution using NumPy, along with explanations and example use cases.

S

scipy.org official

2D Convolution in Python using SciPy

The SciPy library provides an implementation of 2D convolution, which can be used for image and signal processing applications. This documentation page explains how to use the `scipy.signal.convolve2d` function.

N

numba.io article

Optimizing 2D Convolution with Numba

This blog post discusses how to optimize the performance of 2D convolution in Python using the Numba library, which provides just-in-time compilation and parallelization capabilities.