Python

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Read 3D NIFTI Images in Python3

Medical imaging is an essential tool in the diagnosis, treatment, and monitoring of various medical conditions. One of the most widely used medical imaging techniques is Magnetic Resonance Imaging (MRI), which produces three-dimensional images of the human body. These images are saved in a standard file format called NIFTI, which...

The Intersection over Union (IoU) score is shown between two boxes 0

What is Intersection over Union (IoU) in Object Detection?

Intersection over Union (IoU) is a popular evaluation metric used in the field of computer vision and object detection. It is used to calculate the overlap between two bounding boxes and is used to evaluate the accuracy of object detection algorithms. IoU is a value between 0 and 1 that...

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Multithreaded TCP File Transfer in Python

Today, we are going to implement a simple file transfer TCP client-server program in the python programming language. Here, the server is able to handle multiple clients simultaneously by using multiple threads. The server assigns each client a thread to handle communication with that client. Outline Architecture Functions of the...

Squeeze & Excitation Network 1

Squeeze and Excitation Implementation in TensorFlow and PyTorch

The Squeeze and Excitation network is a channel-wise attention mechanism that is used to improve the overall performance of the network. In today’s article, we are going to implement the Squeeze and Excitation module in TensorFlow and PyTorch. What is Squeeze and Excitation Network? The squeeze and excitation attention mechanism...

File Transfer using TCP Socket in Python3 0

File Transfer using TCP Socket in Python3

In today’s tutorial, we are going to learn to do file transfer using a TCP socket in the python3 programming language. This is the most basic file transfer program that we can do using a client-server architecture. Here, we are going to do the build a client and a server...

cv2.imwrite() – Saving Images in OpenCV Python 0

cv2.imwrite() – Saving Images in OpenCV Python

In our previous tutorials – cv2.imread() – Read Image using OpenCV Python and cv2.resize() – Resizing Image using OpenCV Python, we have learned to read and resize an image. We will now learn to save the array into an image file. For this, we are going to use cv2.imwrite() function...

cv2.resize() – Resizing Image using OpenCV Python 1

cv2.resize() – Resizing Image using OpenCV Python

In this tutorial, we will learn to resize an image using OpenCV in the Python programming language. For this, we are using the cv2.resize() function. OpenCV refers to Open Source Computer Vision library aimed at computer vision and machine learning. Image resizing refers to the process of changing the dimensions...

cv2.imread() – Read Image using OpenCV Python 0

cv2.imread() – Read Image using OpenCV Python

In this tutorial, we are going to focus on reading an image using the Python programming language. For this, we are going to use the OpenCV library. OpenCV refers to Open Source Computer Vision library aimed at computer vision and machine learning. To use OpenCV in Python install the following...

RESUNET Implementation in PyTorch 1

RESUNET Implementation in PyTorch

This tutorial focuses on implementing the image segmentation architecture called Deep Residual UNET (RESUNET) in the PyTorch framework. It’s an encoder-decoder architecture developed by Zhengxin Zhang et al. for semantic segmentation. It was initially used for road extraction from high-resolution aerial images in the field of remote sensing image analysis. Original Paper: Road Extraction...