Framing Image Description as a Ranking Task: Data, Models and Evaluation Metrics
نویسندگان
چکیده
منابع مشابه
Framing Image Description as a Ranking Task: Data, Models and Evaluation Metrics
The ability to associate images with natural language sentences that describe what is depicted in them is a hallmark of image understanding, and a prerequisite for applications such as sentence-based image search. In analogy to image search, we propose to frame sentence-based image annotation as the task of ranking a given pool of captions. We introduce a new benchmark collection for sentence-b...
متن کاملFraming Image Description as a Ranking Task: Data, Models and Evaluation Metrics (Extended Abstract)
In [Hodosh et al., 2013], we establish a rankingbased framework for sentence-based image description and retrieval. We introduce a new dataset of images paired with multiple descriptive captions that was specifically designed for these tasks. We also present strong KCCA-based baseline systems for description and search, and perform an in-depth study of evaluation metrics for these two tasks. Ou...
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ژورنال
عنوان ژورنال: Journal of Artificial Intelligence Research
سال: 2013
ISSN: 1076-9757
DOI: 10.1613/jair.3994