Hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking
Abstract In view of the problem that the conventional tracker does not adapt to abrupt motion, we propose a tracking algorithm based on the hybrid extended ant lion optimizer with sine cosine algorithm (EALO-SCA) in this paper. Firstly, the multiple elites is used to replace the single elite in the...
| Main Authors: | , , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
SpringerOpen
2020-01-01
|
| Series: | EURASIP Journal on Image and Video Processing |
| Subjects: | |
| Online Access: | https://doi.org/10.1186/s13640-020-0491-y |
| _version_ | 1830091274131079168 |
|---|---|
| author | Huanlong Zhang Zeng Gao Jie Zhang Junfeng Liu Zhicheng Nie Jianwei Zhang |
| author_facet | Huanlong Zhang Zeng Gao Jie Zhang Junfeng Liu Zhicheng Nie Jianwei Zhang |
| author_sort | Huanlong Zhang |
| collection | DOAJ |
| description | Abstract In view of the problem that the conventional tracker does not adapt to abrupt motion, we propose a tracking algorithm based on the hybrid extended ant lion optimizer with sine cosine algorithm (EALO-SCA) in this paper. Firstly, the multiple elites is used to replace the single elite in the standard ant lion optimizer (ALO). The extended ALO (EALO) can enhance the global exploration ability, which can handle abrupt motion. Secondly, considering that sine cosine algorithm (SCA) has strong local exploitation operator, a hybrid EALO-SCA tracker is proposed using the advantages of both EALO and SCA. The proposed approach can improve tracking accuracy and efficiency. Finally, extensive experimental results in both quantitative and qualitative measures prove that the proposed algorithm is very competitive compared to 7 state-of-the-art trackers, especially for abrupt motion tracking. |
| first_indexed | 2024-12-16T17:17:52Z |
| format | Article |
| id | doaj.art-109596f3f7504f2b943b5f7a36c60c8e |
| institution | Directory Open Access Journal |
| issn | 1687-5281 |
| language | English |
| last_indexed | 2024-12-16T17:17:52Z |
| publishDate | 2020-01-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | EURASIP Journal on Image and Video Processing |
| spelling | doaj.art-109596f3f7504f2b943b5f7a36c60c8e2022-12-21T22:23:15ZengSpringerOpenEURASIP Journal on Image and Video Processing1687-52812020-01-012020111810.1186/s13640-020-0491-yHybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion trackingHuanlong Zhang0Zeng Gao1Jie Zhang2Junfeng Liu3Zhicheng Nie4Jianwei Zhang5College of Electric and Information Engineering, Zhengzhou University of Light IndustryCollege of Electric and Information Engineering, Zhengzhou University of Light IndustryCollege of Electric and Information Engineering, Zhengzhou University of Light IndustryCollege of Electric and Information Engineering, Zhengzhou University of Light IndustryCollege of Electric and Information Engineering, Zhengzhou University of Light IndustrySoftware engineering college, Zhengzhou University of Light IndustryAbstract In view of the problem that the conventional tracker does not adapt to abrupt motion, we propose a tracking algorithm based on the hybrid extended ant lion optimizer with sine cosine algorithm (EALO-SCA) in this paper. Firstly, the multiple elites is used to replace the single elite in the standard ant lion optimizer (ALO). The extended ALO (EALO) can enhance the global exploration ability, which can handle abrupt motion. Secondly, considering that sine cosine algorithm (SCA) has strong local exploitation operator, a hybrid EALO-SCA tracker is proposed using the advantages of both EALO and SCA. The proposed approach can improve tracking accuracy and efficiency. Finally, extensive experimental results in both quantitative and qualitative measures prove that the proposed algorithm is very competitive compared to 7 state-of-the-art trackers, especially for abrupt motion tracking.https://doi.org/10.1186/s13640-020-0491-yAbrupt motionSine cosine algorithmAnt lion optimizerMultiple elites |
| spellingShingle | Huanlong Zhang Zeng Gao Jie Zhang Junfeng Liu Zhicheng Nie Jianwei Zhang Hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking EURASIP Journal on Image and Video Processing Abrupt motion Sine cosine algorithm Ant lion optimizer Multiple elites |
| title | Hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking |
| title_full | Hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking |
| title_fullStr | Hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking |
| title_full_unstemmed | Hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking |
| title_short | Hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking |
| title_sort | hybridizing extended ant lion optimizer with sine cosine algorithm approach for abrupt motion tracking |
| topic | Abrupt motion Sine cosine algorithm Ant lion optimizer Multiple elites |
| url | https://doi.org/10.1186/s13640-020-0491-y |
| work_keys_str_mv | AT huanlongzhang hybridizingextendedantlionoptimizerwithsinecosinealgorithmapproachforabruptmotiontracking AT zenggao hybridizingextendedantlionoptimizerwithsinecosinealgorithmapproachforabruptmotiontracking AT jiezhang hybridizingextendedantlionoptimizerwithsinecosinealgorithmapproachforabruptmotiontracking AT junfengliu hybridizingextendedantlionoptimizerwithsinecosinealgorithmapproachforabruptmotiontracking AT zhichengnie hybridizingextendedantlionoptimizerwithsinecosinealgorithmapproachforabruptmotiontracking AT jianweizhang hybridizingextendedantlionoptimizerwithsinecosinealgorithmapproachforabruptmotiontracking |