| Paper Abstract and Keywords |
| Presentation |
2023-02-21 15:45
A Residual U-Net Architecture for Shuttlecock Detection
Muhammad Abdul Haq (TMU), Shuhei Tarashima (NTT Com), Norio Tagawa (TMU) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Detection of fast-moving shuttlecocks is essential for badminton video analysis. Several methods based on deep learning have been proposed in the literature. TrackNetV2 is a state-of-the-art shuttlecock detection model which uses the U-Net architecture, but we believe there is room for further performance improvements. In this research, we extend TrackNetV2 via employing deep residual learning. Experimental results on a public shuttlecock detection dataset demonstrates that our proposed method performs better than the original TrackNetV2 with respect to precision, recall, F1 score and accuracy. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Shuttlecock detection / Deep learning / Residual network / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 47, no. 6, ME2023-37, pp. 85-88, Feb. 2023. |
| Paper # |
ME2023-37 |
| Date of Issue |
2023-02-14 (MMS, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
MMS ME AIT IEICE-IE IEICE-ITS |
| Conference Date |
2023-02-21 - 2023-02-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2023-02-MMS-ME-AIT-IE-ITS |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Residual U-Net Architecture for Shuttlecock Detection |
| Sub Title (in English) |
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| Keyword(1) |
Shuttlecock detection |
| Keyword(2) |
Deep learning |
| Keyword(3) |
Residual network |
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| 1st Author's Name |
Muhammad Abdul Haq |
| 1st Author's Affiliation |
Tokyo Metropolitan University (TMU) |
| 2nd Author's Name |
Shuhei Tarashima |
| 2nd Author's Affiliation |
NTT Communications (NTT Com) |
| 3rd Author's Name |
Norio Tagawa |
| 3rd Author's Affiliation |
Tokyo Metropolitan University (TMU) |
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| Speaker |
Author-1 |
| Date Time |
2023-02-21 15:45:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2023-17, ME2023-37, AIT2023-17 |
| Volume (vol) |
vol.47 |
| Number (no) |
no.6 |
| Page |
pp.85-88 |
| #Pages |
4 |
| Date of Issue |
2023-02-14 (MMS, ME, AIT) |