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Efficient Image Captioning for Edge Devices: Model Training

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Authors:

(1) Ning Wang, Huawei Inc.;

(2) Jiangrong Xie, Huawei Inc.;

(3) Hang Luo, Huawei Inc.;

(4) Qinglin Cheng, Huawei Inc.;

(5) Jihao Wu, Huawei Inc.;

(6) Mingbo Jia, Huawei Inc.;

(7) Linlin Li, Huawei Inc.;

Table of Links

Abstract and 1 Introduction

2 Related Work

3 Methodology and 3.1 Model Architecture

3.2 Model Training

3.3 Knowledge Distillation

4 Experiments

4.1 Datasets and Metrics and 4.2 Implementation Details

4.3 Ablation Study

4.4 Inference on the Mobile Device and 4.5 State-of-the-art Comparison

5 Conclusion and References

A Implementation Details

B Visualization Results

C Results on Nocaps

D Limitations and Future Work

3.2 Model Training


This paper is available on arxiv under CC BY 4.0 DEED license.


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