TY - GEN
T1 - Expansion of queries and databases for improving the retrieval accuracy of document portions
T2 - 2010 IAPR Workshop on Document Analysis Systems, DAS 2010
AU - Kise, Koichi
AU - Iwamura, Masakazu
AU - Chikano, Megumi
AU - Uchida, Seiichi
AU - Iwata, Kazumasa
AU - Omachi, Shinichiro
PY - 2010
Y1 - 2010
N2 - This paper presents a method of improving the accuracy of document image retrieval focusing on the application to a camera-pen system. In a camera-pen system, document image retrieval is employed for locating the pen-tip position on a page. A serious problem is that since the camera is mounted close to the pen-tip, the camera captures only a tiny portion of the page and the resultant image is under severe perspective distortion, resulting in lowering the retrieval accuracy. To solve this problem, we propose new geometrically invariant features as well as expansion techniques which increase the number of index features of either the database or the query images. Prom the experimental results, it has been found that the query expansion technique with features by combining affine and perspective invariants allows us the best performance that improves the accuracy of a baseline method more than 27%.
AB - This paper presents a method of improving the accuracy of document image retrieval focusing on the application to a camera-pen system. In a camera-pen system, document image retrieval is employed for locating the pen-tip position on a page. A serious problem is that since the camera is mounted close to the pen-tip, the camera captures only a tiny portion of the page and the resultant image is under severe perspective distortion, resulting in lowering the retrieval accuracy. To solve this problem, we propose new geometrically invariant features as well as expansion techniques which increase the number of index features of either the database or the query images. Prom the experimental results, it has been found that the query expansion technique with features by combining affine and perspective invariants allows us the best performance that improves the accuracy of a baseline method more than 27%.
UR - http://www.scopus.com/inward/record.url?scp=77954962532&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=77954962532&partnerID=8YFLogxK
U2 - 10.1145/1815330.1815370
DO - 10.1145/1815330.1815370
M3 - Conference contribution
AN - SCOPUS:77954962532
SN - 9781605587738
T3 - ACM International Conference Proceeding Series
SP - 309
EP - 316
BT - Proceedings of the 9th IAPR International Workshop on Document Analysis Systems, DAS '10
Y2 - 9 June 2010 through 11 June 2010
ER -