How to Find Interesting Locations in Video: A Spatiotemporal Interest Point Detector Learned from Human Eye movements
2007
Conference Paper
ei
Interest point detection in still images is a well-studied topic in computer vision. In the spatiotemporal domain, however, it is still unclear which features indicate useful interest points. In this paper we approach the problem by emph{learning} a detector from examples: we record eye movements of human subjects watching video sequences and train a neural network to predict which locations are likely to become eye movement targets. We show that our detector outperforms current spatiotemporal interest point architectures on a standard classification dataset.
Author(s): | Kienzle, W. and Schölkopf, B. and Wichmann, F. and Franz, MO. |
Book Title: | Pattern Recognition |
Journal: | Pattern Recognition: 29th DAGM Symposium |
Pages: | 405-414 |
Year: | 2007 |
Month: | September |
Day: | 0 |
Editors: | FA Hamprecht and C Schn{\"o}rr and B J{\"a}hne |
Publisher: | Springer |
Department(s): | Empirische Inferenz |
Bibtex Type: | Conference Paper (inproceedings) |
DOI: | 10.1007/978-3-540-74936-3_41 |
Event Name: | 29th Annual Symposium of the German Association for Pattern Recognition (DAGM 2007) |
Event Place: | Heidelberg, Germany |
Address: | Berlin, Germany |
Digital: | 0 |
Language: | en |
Organization: | Max-Planck-Gesellschaft |
School: | Biologische Kybernetik |
Links: |
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BibTex @inproceedings{4486, title = {How to Find Interesting Locations in Video: A Spatiotemporal Interest Point Detector Learned from Human Eye movements}, author = {Kienzle, W. and Sch{\"o}lkopf, B. and Wichmann, F. and Franz, MO.}, journal = {Pattern Recognition: 29th DAGM Symposium}, booktitle = {Pattern Recognition}, pages = {405-414}, editors = {FA Hamprecht and C Schn{\"o}rr and B J{\"a}hne}, publisher = {Springer}, organization = {Max-Planck-Gesellschaft}, school = {Biologische Kybernetik}, address = {Berlin, Germany}, month = sep, year = {2007}, doi = {10.1007/978-3-540-74936-3_41}, month_numeric = {9} } |