| Presentation | 2009-12-18 Cognitive developmental approach towards the realization of human-like visual scene understanding Akisato KIMURA, Kunio KASHINO, Ken FUKUCHI, Kazuma AKAMINE, Shigeru TAKAGI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | How do we humans understand visual scenes so easily and quickly? While it looks difficult to answer this question, human babies naturally acquire the ability to do it. This fact might imply that imitating typical actions and strategies of human babies is a promising approach to the visual scene understanding. Thus, we adovocate a new framework of visual scene understanding that will be able to acquire the ability naturally. The most important issues we would note in the proposed framework are (1) autonomous acquisition and organization of knowledge through active (i.e. system-driven) interactions, and (2) smooth transition of strategies to acquire a wide variety of knowledge according to the developmental stages. We develop a prototype of a visual scene understanding system, which currently includes several functions of the primary developmental step, such as bottom-up object detection, recognition and incremental supervised learning. We also discuss some possible future directions to realize human-like visual scene understanding in this talk. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Visual scene understanding / cognitive developmental approach / knowledge acquisition strategies / developmental stages |
| Paper # | PRMU2009-144 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2009/12/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Cognitive developmental approach towards the realization of human-like visual scene understanding |
| Sub Title (in English) | |
| Keyword(1) | Visual scene understanding |
| Keyword(2) | cognitive developmental approach |
| Keyword(3) | knowledge acquisition strategies |
| Keyword(4) | developmental stages |
| 1st Author's Name | Akisato KIMURA |
| 1st Author's Affiliation | NTT Communication Science Laboratories, NTT Corporation() |
| 2nd Author's Name | Kunio KASHINO |
| 2nd Author's Affiliation | NTT Communication Science Laboratories, NTT Corporation |
| 3rd Author's Name | Ken FUKUCHI |
| 3rd Author's Affiliation | Department of Information and Communication Systems Engineering, Okinawa National College of Technology |
| 4th Author's Name | Kazuma AKAMINE |
| 4th Author's Affiliation | Department of Information and Communication Systems Engineering, Okinawa National College of Technology |
| 5th Author's Name | Shigeru TAKAGI |
| 5th Author's Affiliation | Department of Information and Communication Systems Engineering, Okinawa National College of Technology |
| Date | 2009-12-18 |
| Paper # | PRMU2009-144 |
| Volume (vol) | vol.109 |
| Number (no) | 344 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |