PAPER-REVIEW-0003, Attention on Attention for Image Captioning

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List of posts to read before reading this article

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Contents

• Abstract
• 1. Introduction
• 2. Related Work
  • 2.1. Image Captioning
  • 2.2. Attention Mechanisms
  • 2.3. Other Work
  • 2.4. Summarization
• 3. Method
  • 3.1. Attention on Attention
  • 3.2. AoANet for Image Captioning
    • 3.2.1 Encoder with AoA
    • 3.2.2 Decoder with AoA
  • 3.3. Training and Objectives
  • 3.4. Implementation Details
• 4. Experiments
  • 4.1. Dataset
  • 4.2. Quantitative Analysis
  • 4.3. Qualitative Analysis
  • 4.4. Ablative Analysis
  • 4.5. Human Evaluation
  • 4.6. Generalization
• 5. Conclusion

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Abstract

• information vector
• attention gate
• attended information

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1. Introduction

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2. Related Work

2.1. Image Captioning

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2.2. Attention Mechanisms

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2.3. Other Work

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2.4. Summarization

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3. Method

3.1. Attention on Attention

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3.2. AoANet for Image Captioning

3.2.1 Encoder with AoA

3.2.2 Decoder with AoA

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3.3. Training and Objectives

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3.4. Implementation Details

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4. Experiments

4.1. Dataset

4.2. Quantitative Analysis

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4.3. Qualitative Analysis

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4.4. Ablative Analysis

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4.5. Human Evaluation

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4.6. Generalization

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5. Conclusion

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List of posts followed by this article

• post1
• post2
• post3

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Reference

• Attention on Attention for Image Captioning
• github
• post3

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OUTPUT

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