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How to Make Your Images Talk: The AI that Captions Any Image 1 год назад


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How to Make Your Images Talk: The AI that Captions Any Image

HuggingFace Web App: https://bit.ly/3SDyOWt Image captioning is the process of taking an image and generating a caption that accurately describes the scene. This is a difficult task for neural networks because it requires understanding both natural language and computer vision. In this video, I discuss my complete approach to this problem. For visual understanding, we will use Inception V3, and for natural language understanding, we will first use RNN, but it will fail to generalize well on unseen data, therefore we will shift to Transformer. And as you will see, Transformer will nail it! Source Code: Image Captioning with RNN: https://bit.ly/3SBPoGi Image Captioning with Transformer: https://bit.ly/3HToJRC Image Captioning (on MS COCO Dataset): https://bit.ly/40t2da9 🔗 Social Media 🔗 📱 Twitter: https://bit.ly/3aJWAeF​​ 📝 LinkedIn: https://bit.ly/3aQGGiL​​ 📂 GitHub: https://bit.ly/2QGLVYV​​ Timestamps: 00:00 Introduction 00:16 Quick overview of Image Captioning 01:08 The Model Architecture (RNN) 01:56 Getting the Image feature vectors using Inception V3 04:39 What Attention Mechanism is doing? 05:10 Choosing the Dataset 05:56 Data Preprocessing 06:54 Training!!! 07:13 Checking the results 09:24 Over Dramatic Transformer Introduction 10:25 Why I used COCO Dataset 11:12 Side-by-side result of RNN and Transformer 11:59 Deploying model to HuggingFace so anyone can use it! #artificialintelligence #ai #deeplearning #machinelearning #transformer #transformers Thank You, Pritish Mishra

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