Title :
Sentence-Based Image Description with Scalable, Explicit Models
Author :
Hodosh, Micah ; Hockenmaier, Julia
Author_Institution :
Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
Associating photographs with complete sentences that describe what is depicted in them is a challenging problem. This paper examines how an approach that is inspired by image tagging techniques which can scale to very large data sets performs on this much harder task, and examines some of the linguistic difficulties that this bag-of-words model faces.
Keywords :
image processing; natural language processing; bag-of-words model; complete-sentences; image tagging techniques; linguistics; photographs; scalable-explicit models; sentence-based image description; Computational modeling; Joints; Kernel; Measurement; Training; Training data; Visualization;
Conference_Titel :
Computer Vision and Pattern Recognition Workshops (CVPRW), 2013 IEEE Conference on
Conference_Location :
Portland, OR
DOI :
10.1109/CVPRW.2013.51