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
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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
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