Posted in Computer Vision, Deep Learning, Python, TensorFlow

UNET Implementation in TensorFlow using Keras API

Nikhil Tomar
posted on 15th February 202115th February 2021
No Comment

In this post, you will learn how to implement UNET architecture in TensorFlow using Keras API. The post helps you to learn about UNET, and how to use it for your research. UNET is one of the most

Posted in Computer Vision, Deep Learning, Python, TensorFlow

What is RESUNET

Nikhil Tomar
posted on 6th February 20216th February 2021
1 Comment

RESUNET refers to Deep Residual UNET. It’s an encoder-decoder architecture developed by Zhengxin Zhang et al. for semantic segmentation. It was initially used for the road extraction from the

Posted in Computer Vision, Deep Learning, Python, TensorFlow

DCGAN – Implementing Deep Convolutional Generative Adversarial Network in TensorFlow

In this tutorial, we are going to implement a Deep Convolutional Generative Adversarial Network (DCGAN) on Anime faces dataset. The code is written in TensorFlow 2.2 and Python3.8 . According to

Posted in Computer Vision, Python, TensorFlow

UNET Segmentation with Pretrained MobileNetV2 as Encoder

In this tutorial, we are going to work on UNet segmentation and use it for biomedical image segmentation tasks. This time we are going to use pre-trained MobileNetV2 as the encoder for the UNet

Posted in Computer Vision, Deep Learning, TensorFlow

Building Convolutional Autoencoder using TensorFlow 2.0

We are going to continue our journey on the autoencoders. In this article, we are going to build a convolutional autoencoder using the convolutional neural network (CNN) in TensorFlow 2.0. Let us

Posted in Computer Vision, TensorFlow

Polyp Segmentation using UNET in TensorFlow 2.0

In this tutorial, we will learn about how to perform polyp segmentation using deep learning, UNet architecture, OpenCV, and other libraries. We will use a polyp segmentation dataset to understand how

Posted in Computer Vision, Natural Language Processing, TensorFlow

Review: One Model To Learn Them All

Recent advancement in the field of deep learning has enabled us to develop models that yield impressive results across various fields, from image classification, object detection, to speech

Posted in Computer Vision, TensorFlow

Unet Segmentation in TensorFlow

Nikhil Tomar
posted on 13th February 20207th May 2020
3 Comments

In recent years deep learning is a huge success in the world of computer vision, making deep learning the new tool in the digital image analysis. It has made computers understand the visual data much

Posted in Computer Vision, TensorFlow

Dog Breed Classification using Transfer Learning in TensorFlow

Nikhil Tomar
posted on 18th January 20204th April 2020
3 Comments

In this article, we will go through the TensorFlow to build a Convolutional Neural Network that will help you to identify the breed of a dog from its image. In the process, we will use Transfer