image captioning

Implementing Attention Mechanism for Caption Generation Using TensorFlow on Transformers

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Implementing Attention Mechanism for Caption Generation Using TensorFlow on Transformers

Overview Understand the state-of-the-art transformer models. Learn how we implement transformers for the image captioning problem we have seen using TensorFlow. Compare the results of transformers with attention models. Introduction We have seen that the attention mechanism has become a compelling component of various tasks (such as image captioning) in sequence modeling and transduction models, … Read more

Understanding Attention Mechanisms in Deep Learning

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Understanding Attention Mechanisms in Deep Learning

The attention mechanism is potentially a very useful method. In this issue, let’s understand the principles and methods behind the attention mechanism. The original text is in English from https://blog.heuritech.com/2016/01/20/attention-mechanism/ With the development of deep learning and artificial intelligence, many researchers are interested in the “attention mechanism” in neural networks. This article aims to provide … Read more

Adding Captions to Images Using TensorFlow

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Adding Captions to Images Using TensorFlow

Authorized Reprint from OReillyData Author | Raul Puri et al. How to Build and Train an Image Captioning Generator Using TensorFlow The image captioning model combines advances in computer vision and machine translation in recent years, using neural networks to generate captions for real images. For a given input image, the neural image captioning model … Read more

How to Make Computers Experts at Describing Images?

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How to Make Computers Experts at Describing Images?

AliMei’s Guide: ICCV is regarded as one of the top three conferences in the field of computer vision. As one of the highest-level conferences in computer vision, its proceedings represent the latest development directions and levels in the field. Alibaba has multiple papers selected for this year’s conference, and the paper interpreted in this article … Read more