Abstract
A method for image-based queries and search is proposed which is based on the generation of object outlines in images by using the pen, e.g., on color pen computers. The rationale of the approach is based on a survey on user needs, as well as on considerations from the point of view of pattern recognition and machine learning. By exploiting the actual presence of the human users with their perceptual-motor abilities and by storing textually annotated queries, an incrementally learning image retrieval system can be developed. As an initial test domain, sets of photographs of motor bicycles were used. Classification performances are given for outline and bitmap-derived feature sets, based on nearest-neighbour matching, with promising results. The benefit of the approach will be a user-based multimodal annotation of an image database, yielding a gradual improvement in precision and recall over time.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Guyon, I., Schomaker, L., Plamondon, R., Liberman, R. and Janet, S.: Unipen project of on-line data exchange and recognizer benchmarks. Proceedings of the 12th International Conference on Pattern Recognition, ICPR’94, Jerusalem, Israel. IAPR-IEEE, (1994) 29–33
Hu, M-K.: Visual Pattern Recognition by Moment Invariants. IRE Transactions on Information Theory IT-8 (1962) 179–187
Lamel, L.F., Kasel, R.H. and Seneff S.: Speech database development: Design and analysis of the acoustic-phonetic corpus. Proceedings of the DARPA Speech Recognition Workshop (1987) 26–32
Lopresti, D., Tomkins, A. and Zhou, J.: Algorithms for matching hand-drawn sketches. In: Downton, A.C. & Impedovo, S. (eds.): Progress in Handwriting Recognition. London: World Scientific (1997) 69–74
Picard, R.W.: Light-years from Lena: Video and Image Libraries of the Future. Proceedings of the International Conference on Image Processing (ICIP), Oct’ 95, Washington DC, USA. Vol I (1995) 310–313
Rowe, N.C. and Frew, B.: Automatic caption localization for photographs on world wide web pages. Information Processing & Management 34(1) (1998) 95–107
Schomaker, L.R.B.: Using stroke-or character-based self-organizing maps in the recognition of on-line, connected cursive script. Pattern Recognition 26(3) (1993) 443–450
Srihari, R.K.: Visually searching the Web for content. IEEE Computer 28(9) (1995) 49–56
WWW Reference page to image-based retrieval methods: http://hwr.nici.kun.nl/~profile/ibir/
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1999 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Schomaker, L., de Leau, E., Vuurpijl, L. (1999). Using Pen-Based Outlines for Object-Based Annotation and Image-Based Queries. In: Huijsmans, D.P., Smeulders, A.W.M. (eds) Visual Information and Information Systems. VISUAL 1999. Lecture Notes in Computer Science, vol 1614. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48762-X_72
Download citation
DOI: https://doi.org/10.1007/3-540-48762-X_72
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-66079-8
Online ISBN: 978-3-540-48762-3
eBook Packages: Springer Book Archive