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Category: TensorFlow

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...
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...
Simple Object Detection with Bounding Box Regression in TensorFlow
Deep Learning TensorFlow

Simple Object Detection with Bounding Box Regression in TensorFlow

Nikhil Tomar26th January 202326th January 2023
Object detection is a fundamental task in computer vision that involves identifying and locating objects within an image or video. In this post, we will be discussing a simple method...
Implementing Linear Regression in TensorFlow
Deep Learning TensorFlow

Implementing Linear Regression in TensorFlow

Nikhil Tomar21st January 202321st January 2023
TensorFlow is a powerful library for machine learning that allows for the easy implementation of various algorithms, including linear regression. In this tutorial, we will be using TensorFlow tape gradient...
Human Face Landmark Detection in TensorFlow using Pre-trained MobileNetv2
Computer Vision TensorFlow

Human Face Landmark Detection in TensorFlow using Pre-trained MobileNetv2

Nikhil Tomar23rd November 202223rd November 2022
Today, in this blog post, we will learn how to train a Convolutional Neural Network (CNN) to detect human facial landmarks, such as eyes, mouth, nose, jawline and more. We...
VGG19 UNET Implementation in TensorFlow
Computer Vision TensorFlow

VGG19 UNET Implementation in TensorFlow

Nikhil Tomar18th October 20226th February 2023
In this tutorial, we are going to implement the U-Net architecture in TensorFlow, where we will replace its encoder with a pre-trained VGG19 architecture. The VGG19 is already trained on...

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