| Paper Abstract and Keywords |
| Presentation |
2024-02-19 15:45
Exploring Source-free Domain Adaption in Multiple Object Tracking
Shu Xinqi (Tokyo Metropolitan Uni.), Tarashima Shuhei (NTT Com), Tagawa Norio (Tokyo Metropolitan Uni.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In MOT, the task involves detecting and tracking objects across continuous frames, presenting challenges such as occlusion, motion blur, and domain shifts. Domain shifts occur when there is a change in the statistical distribution of data, posing a significant obstacle to MOT systems' performance. To overcome the limitations of traditional MOT frameworks in the face of domain shifts, we explore the way settling source-free domain adaptation approach with OC-SORT framework. The adaptability of OC-SORT is evaluated through experiments on different datasets, MOT17 and DanceTrack, demonstrating its resilience to domain shifts. Furthermore, we explore algorithms for
source-free domain adaptation, incorporating Mean Teacher and Pseudo Label strategies. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Multiple Object Tracking / Source-free Domain Adaption / Mean Teacher / Pseudo Label / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 48, no. 6, ME2024-32, pp. 84-87, Feb. 2024. |
| Paper # |
ME2024-32 |
| Date of Issue |
2024-02-12 (MMS, ME, AIT) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
IEICE-ITS IEICE-IE ME AIT MMS |
| Conference Date |
2024-02-19 - 2024-02-20 |
| 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 |
2024-02-ITS-IE-ME-AIT-MMS |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Exploring Source-free Domain Adaption in Multiple Object Tracking |
| Sub Title (in English) |
|
| Keyword(1) |
Multiple Object Tracking |
| Keyword(2) |
Source-free Domain Adaption |
| Keyword(3) |
Mean Teacher |
| Keyword(4) |
Pseudo Label |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(8) |
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| 1st Author's Name |
Shu Xinqi |
| 1st Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Uni.) |
| 2nd Author's Name |
Tarashima Shuhei |
| 2nd Author's Affiliation |
NTT Communications (NTT Com) |
| 3rd Author's Name |
Tagawa Norio |
| 3rd Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Uni.) |
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| Speaker |
Author-1 |
| Date Time |
2024-02-19 15:45:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2024-16, ME2024-32, AIT2024-16 |
| Volume (vol) |
vol.48 |
| Number (no) |
no.6 |
| Page |
pp.84-87 |
| #Pages |
4 |
| Date of Issue |
2024-02-12 (MMS, ME, AIT) |