Abstract:
Visual Question Generation (VQG) is one of the most challenging problems since it aims to produce relevant and meaningful questions from images. As the VQG process is abl...Show MoreMetadata
Abstract:
Visual Question Generation (VQG) is one of the most challenging problems since it aims to produce relevant and meaningful questions from images. As the VQG process is able to generate a diverse set of questions that do not exist in the training set, various models (e.g., visual question answering) can be beneficial from this question generation task by evaluating the model’s performance in unknown settings. In this paper, we explored the visual question generation task on images collected by an unmanned aerial vehicle (UAV). We highlight the significant role of the question generation task and present a variational attention-based model that focuses on creating diversified and meaningful questions from images. In comparison to baseline approaches, our presented method has demonstrated the ability to create a broad and meaningful set of questions.
Date of Conference: 15-18 December 2021
Date Added to IEEE Xplore: 13 January 2022
ISBN Information:
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- IEEE Keywords
- Index Terms
- Unmanned Aerial Vehicles ,
- Visual Question ,
- Visual Task ,
- Meaningful Questions ,
- Visual Question Answering ,
- Random Variables ,
- Image Features ,
- Natural Disasters ,
- Image Regions ,
- Super-resolution ,
- Attention Mechanism ,
- Latent Space ,
- Types Of Questions ,
- Variable Approach ,
- Additional Input ,
- Representation Of Distribution ,
- Machine Translation ,
- Sequence Of Words ,
- Question Categories ,
- Object Task ,
- Attention Vector ,
- Decoder Part ,
- Distribution Of Random Variables ,
- Different Types Of Questions ,
- Rescue Missions ,
- Sentence Type
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Unmanned Aerial Vehicles ,
- Visual Question ,
- Visual Task ,
- Meaningful Questions ,
- Visual Question Answering ,
- Random Variables ,
- Image Features ,
- Natural Disasters ,
- Image Regions ,
- Super-resolution ,
- Attention Mechanism ,
- Latent Space ,
- Types Of Questions ,
- Variable Approach ,
- Additional Input ,
- Representation Of Distribution ,
- Machine Translation ,
- Sequence Of Words ,
- Question Categories ,
- Object Task ,
- Attention Vector ,
- Decoder Part ,
- Distribution Of Random Variables ,
- Different Types Of Questions ,
- Rescue Missions ,
- Sentence Type
- Author Keywords