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| Presentation | 2021-12-16 17:00 Evaluation of CNNs with Narrow Receptive Fields in Crowd Counting Junya Uchida, Yu Wang, Jien Kato (Ritsumeikan Univ.)  PRMU2021-43 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Density map estimation for crowd counting means to estimate the number of people by regressing a two-dimensional density map that contains the quantitative and positional information of people’s head. To appropriately deal with images with different densities and scales of people, it is important to investigate how the receptive field size, a range that contributes to the recognition accuracy, affects the model performance. In this paper, we especially evaluate the effect of narrow receptive fields on counting accuracy. Furthermore, on the basis of our evaluation, we propose a model that achieves better accuracy by fusing the networks with broad and narrow receptive fields. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Crowd Counting / CNNs / Receptive Fields / BagNet / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 121, no. 304, PRMU2021-43, pp. 101-106, Dec. 2021. | |
| Paper # | PRMU2021-43 | |
| Date of Issue | 2021-12-09 (PRMU) | |
| ISSN | Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | PRMU2021-43 |
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| Conference Information | |
| Committee | PRMU |
| Conference Date | 2021-12-16 - 2021-12-17 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | PRMU |
| Conference Code | 2021-12-PRMU |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Evaluation of CNNs with Narrow Receptive Fields in Crowd Counting |
| Sub Title (in English) | |
| Keyword(1) | Crowd Counting |
| Keyword(2) | CNNs |
| Keyword(3) | Receptive Fields |
| Keyword(4) | BagNet |
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| 1st Author's Name | Junya Uchida |
| 1st Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
| 2nd Author's Name | Yu Wang |
| 2nd Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
| 3rd Author's Name | Jien Kato |
| 3rd Author's Affiliation | Ritsumeikan University (Ritsumeikan Univ.) |
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| Speaker | Author-1 |
| Date Time | 2021-12-16 17:00:00 |
| Presentation Time | 15 minutes |
| Registration for | PRMU |
| Paper # | PRMU2021-43 |
| Volume (vol) | vol.121 |
| Number (no) | no.304 |
| Page | pp.101-106 |
| #Pages | 6 |
| Date of Issue | 2021-12-09 (PRMU) |
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