A systematic literature review on image captioning

R Staniūtė, D Šešok - Applied Sciences, 2019 - mdpi.com
Natural language problems have already been investigated for around five years. Recent
progress in artificial intelligence (AI) has greatly improved the performance of models …

A survey on automatic image caption generation

S Bai, S An - Neurocomputing, 2018 - Elsevier
Image captioning means automatically generating a caption for an image. As a recently
emerged research area, it is attracting more and more attention. To achieve the goal of …

Visual news: Benchmark and challenges in news image captioning

F Liu, Y Wang, T Wang, V Ordonez - arxiv preprint arxiv:2010.03743, 2020 - arxiv.org
We propose Visual News Captioner, an entity-aware model for the task of news image
captioning. We also introduce Visual News, a large-scale benchmark consisting of more …

Good news, everyone! context driven entity-aware captioning for news images

AF Biten, L Gomez, M Rusinol… - Proceedings of the …, 2019 - openaccess.thecvf.com
Current image captioning systems perform at a merely descriptive level, essentially
enumerating the objects in the scene and their relations. Humans, on the contrary, interpret …

Features to text: a comprehensive survey of deep learning on semantic segmentation and image captioning

A Oluwasammi, MU Aftab, Z Qin, ST Ngo, TV Doan… - …, 2021 - Wiley Online Library
With the emergence of deep learning, computer vision has witnessed extensive
advancement and has seen immense applications in multiple domains. Specifically, image …

Transform and tell: Entity-aware news image captioning

A Tran, A Mathews, L **e - … of the IEEE/CVF conference on …, 2020 - openaccess.thecvf.com
We propose an end-to-end model which generates captions for images embedded in news
articles. News images present two key challenges: they rely on real-world knowledge …

Bi-directional spatial-semantic attention networks for image-text matching

F Huang, X Zhang, Z Zhao, Z Li - IEEE Transactions on Image …, 2018 - ieeexplore.ieee.org
Image-text matching by deep models has recently made remarkable achievements in many
tasks, such as image caption and image search. A major challenge of matching the image …

Topic-oriented image captioning based on order-embedding

N Yu, X Hu, B Song, J Yang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
We present an image captioning framework that generates captions under a given topic. The
topic candidates are extracted from the caption corpus. A given image's topics are then …

Region reinforcement network with topic constraint for image-text matching

J Wu, C Wu, J Lu, L Wang, X Cui - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Image and sentence matching has attracted increasing attention since it is associated with
two important modalities of vision and language. Previous methods aim to find the latent …

Image captioning with novel topics guidance and retrieval-based topics re-weighting

M Al-Qatf, X Wang, A Hawbani… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Topic modelling (TM) has shown significant progress in boosting the effectiveness of image
captioning in the last few years. Although important improvements have been shown in …