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Month: February 2023

Attention UNET in PyTorch
Computer Vision PyTorch

Attention UNET in PyTorch

Nikhil Tomar27th February 202327th February 2023
In this article, we are going to learn about the Attention UNET and then implement it in the PyTorch framework. Attention UNET is a type of Convolutional Neural Network (CNN)...
Attention UNET and its Implementation in TensorFlow
Computer Vision TensorFlow

Attention UNET and its Implementation in TensorFlow

Nikhil Tomar26th February 202326th February 2023
In the article, we will go through the paper Attention U-Net: Learning Where to Look for the Pancreas. It was written by Ozan Oktay et. al in the year 2018...
Logistic Regression in TensorFlow
TensorFlow

Logistic Regression in TensorFlow

Nikhil Tomar14th February 202314th February 2023
Logistic Regression is a popular machine-learning algorithm that is used for classification tasks. In this tutorial, we will learn how to implement Logistic Regression in TensorFlow 2.0 using the tf.keras.Model...
DeepLabV3+ ResNet50 Architecture in TensorFlow using Keras
Computer Vision Deep Learning TensorFlow

DeepLabV3+ ResNet50 Architecture in TensorFlow using Keras

Nikhil Tomar12th February 202317th February 2023
https://youtu.be/Ik85ry-Rf1g In today's tutorial, we will be looking at the DeepLabV3+ (ResNet50) architecture implementation in TensorFlow using Keras high-level API. Within this architecture, ResNet50 would be used as the encoder,...
Image Segmentation-based Background Removal in TensorFlow
Computer Vision Deep Learning TensorFlow

Image Segmentation-based Background Removal in TensorFlow

Nikhil Tomar11th February 202311th February 2023
Image segmentation is an important area of computer vision that involves dividing an image into multiple segments, each of which corresponds to a different object. Background removal is one of...
Exploring Bounding Boxes and Different Annotation Formats in Object Detection
Computer Vision

Exploring Bounding Boxes and Different Annotation Formats in Object Detection

Nikhil Tomar10th February 202310th February 2023
Bounding boxes play a critical role in the object detection process, a fundamental task in computer vision. Object detection entails the identification and precise localization of objects within an image....
Large File Transfer using TCP Socket in Python
Socket Programming

Large File Transfer using TCP Socket in Python

Nikhil Tomar9th February 20239th February 2023
File transfer has been one of many tasks in socket programming. In this article, we will discuss how to transfer large files using TCP sockets in Python. TCP (Transmission Control...
What is MultiResUNET?
Computer Vision Deep Learning

What is MultiResUNET?

Nikhil Tomar8th February 20238th February 2023
MultiResUNET is an architecture developed by Nabil Ibtehaz et al. for the purpose of multimodal biomedical image segmentation at the Bangladesh University of Engineering and Technology. It is an improvement...
What is Intersection over Union (IoU) in Object Detection?
Computer Vision Python PyTorch TensorFlow

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

Nikhil Tomar7th February 20238th February 2023
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...
Human Face Detection using Multi-task Cascaded Convolutional Networks in TensorFlow
Computer Vision Deep Learning TensorFlow

Human Face Detection using Multi-task Cascaded Convolutional Networks in TensorFlow

Nikhil Tomar6th February 20236th February 2023
In recent years, advances in machine learning and deep learning techniques have revolutionized the field of computer vision. With the help of these techniques, we can now detect and identify...

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