Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements
Yang Li, Gang Li, Luheng He, Jingjie Zheng, Hong Li, Zhiwei Guan
Abstract
Natural language descriptions of user interface (UI) elements such as alternative text are crucial for accessibility and language-based interaction in general. Yet, these descriptions are constantly missing in mobile UIs. We propose widget captioning, a novel task for automatically generating language descriptions for UI elements from multimodal input including both the image and the structural representations of user interfaces. We collected a large-scale dataset for widget captioning with crowdsourcing. Our dataset contains 162,860 language phrases created by human workers for annotating 61,285 UI elements across 21,750 unique UI screens. We thoroughly analyze the dataset, and train and evaluate a set of deep model configurations to investigate how each feature modality as well as the choice of learning strategies impact the quality of predicted captions. The task formulation and the dataset as well as our benchmark models contribute a solid basis for this novel multimodal captioning task that connects language and user interfaces.- Anthology ID:
- 2020.emnlp-main.443
- Volume:
- Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)
- Month:
- November
- Year:
- 2020
- Address:
- Online
- Venue:
- EMNLP
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 5495–5510
- Language:
- URL:
- https://aclanthology.org/2020.emnlp-main.443
- DOI:
- 10.18653/v1/2020.emnlp-main.443
- Cite (ACL):
- Yang Li, Gang Li, Luheng He, Jingjie Zheng, Hong Li, and Zhiwei Guan. 2020. Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 5495–5510, Online. Association for Computational Linguistics.
- Cite (Informal):
- Widget Captioning: Generating Natural Language Description for Mobile User Interface Elements (Li et al., EMNLP 2020)
- PDF:
- https://preview.aclanthology.org/starsem-semeval-split/2020.emnlp-main.443.pdf
- Code
- google-research-datasets/widget-caption
- Data
- COCO