Image Captioning using Tensorflow || Developers Hutt

Developers Hutt · Beginner ·👁️ Computer Vision ·4y ago

About this lesson

The combination of Computer Vision and Natural Language Processing gave a new idea to generate captions of an image automatically. In this video, you'll see how Image Captioning works, how it's made and how Attention is used. If you've any questions or doubts regarding this, feel free to ask in the comments. How Attention works: https://www.youtube.com/watch?v=66seIToeguE&t=7s Source code: https://www.tensorflow.org/tutorials/text/image_captioning Bahdanau Attention Mechanism blog: https://towardsdatascience.com/sequence-2-sequence-model-with-attention-mechanism-9e9ca2a613a Social Media: Instagram: www.instagram.com/developershutt Facebook: www.facebook.com/developershutt Thanks and regards. Timestamps: 0:00 Introduction to Image Captioning 1:14 Coding image preprocessing functions 4:07 Feature extraction explained 4:23 Coding captions preprocessing functions 7:26 Bahdanau Attention 8:46 Coding Bahdanau Attention 9:41 Making of encoder-decoder 11:02 Loss function 11:22 Training Image Captioning model 13:18 Making prediction function 15:40 Things to remember

Original Description

The combination of Computer Vision and Natural Language Processing gave a new idea to generate captions of an image automatically. In this video, you'll see how Image Captioning works, how it's made and how Attention is used. If you've any questions or doubts regarding this, feel free to ask in the comments. How Attention works: https://www.youtube.com/watch?v=66seIToeguE&t=7s Source code: https://www.tensorflow.org/tutorials/text/image_captioning Bahdanau Attention Mechanism blog: https://towardsdatascience.com/sequence-2-sequence-model-with-attention-mechanism-9e9ca2a613a Social Media: Instagram: www.instagram.com/developershutt Facebook: www.facebook.com/developershutt Thanks and regards. Timestamps: 0:00 Introduction to Image Captioning 1:14 Coding image preprocessing functions 4:07 Feature extraction explained 4:23 Coding captions preprocessing functions 7:26 Bahdanau Attention 8:46 Coding Bahdanau Attention 9:41 Making of encoder-decoder 11:02 Loss function 11:22 Training Image Captioning model 13:18 Making prediction function 15:40 Things to remember
Watch on YouTube ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Related AI Lessons

When the Camera Becomes an Exam Proctor: Building an AI-Powered Exam Monitoring System with…
Learn how to build an AI-powered exam monitoring system using Computer Vision and DeepFace to assist professional certification exams
Medium · Python
When the Camera Becomes an Exam Proctor: Building an AI-Powered Exam Monitoring System with…
Build an AI-powered exam monitoring system using Computer Vision and Deep Learning to enhance professional certification exams
Medium · Deep Learning
When the Camera Becomes an Exam Proctor: Building an AI-Powered Exam Monitoring System with…
Build an AI-powered exam monitoring system using Computer Vision and Deep Learning to enhance exam security and integrity
Medium · Cybersecurity
Your Face Is About to Become Your Phone Number
Indonesia's mandatory facial verification for SIM cards is a massive test for biometric identity verification at scale, with implications for developers in computer vision and biometrics
Dev.to AI

Chapters (11)

Introduction to Image Captioning
1:14 Coding image preprocessing functions
4:07 Feature extraction explained
4:23 Coding captions preprocessing functions
7:26 Bahdanau Attention
8:46 Coding Bahdanau Attention
9:41 Making of encoder-decoder
11:02 Loss function
11:22 Training Image Captioning model
13:18 Making prediction function
15:40 Things to remember
Up next
Marketing management for ugc net| Important topics of marketing management ugc net commerce dec 2023
Bhoomi Learning Centre~Dr. Muskan
Watch →