Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis

Chengjie Zheng; Tewodros Mulugeta Dagnew; Liuyue Yang; Wei Ding; Shiqian Shen; Changning Wang; Ping Chen

doi:10.1109/BigData62323.2024.10826081

Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis

Chengjie Zheng
, Tewodros Mulugeta Dagnew
, Liuyue Yang
, Wei Ding
, Shiqian Shen
, Changning Wang
, Ping Chen

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024
Editors	Wei Ding, Chang-Tien Lu, Fusheng Wang, Liping Di, Kesheng Wu, Jun Huan, Raghu Nambiar, Jundong Li, Filip Ilievski, Ricardo Baeza-Yates, Xiaohua Hu
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1909-1918
Number of pages	10
ISBN (Electronic)	9798350362480
DOIs	https://doi.org/10.1109/BigData62323.2024.10826081
State	Published - 2024
Event	2024 IEEE International Conference on Big Data, BigData 2024 - Washington, United States Duration: Dec 15 2024 → Dec 18 2024

Publication series

Name	Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024

Conference

Conference	2024 IEEE International Conference on Big Data, BigData 2024
Country/Territory	United States
City	Washington
Period	12/15/24 → 12/18/24

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Networks and Communications
Computer Science Applications
Information Systems
Information Systems and Management
Safety, Risk, Reliability and Quality
Modeling and Simulation

Keywords

Computer Vision
Self-Supervised Learning

Access to Document

10.1109/BigData62323.2024.10826081

Cite this

Zheng, C., Dagnew, T. M., Yang, L., Ding, W., Shen, S., Wang, C., & Chen, P. (2024). Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis. In W. Ding, C.-T. Lu, F. Wang, L. Di, K. Wu, J. Huan, R. Nambiar, J. Li, F. Ilievski, R. Baeza-Yates, & X. Hu (Eds.), Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024 (pp. 1909-1918). (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigData62323.2024.10826081

Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis. / Zheng, Chengjie; Dagnew, Tewodros Mulugeta; Yang, Liuyue et al.
Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. ed. / Wei Ding; Chang-Tien Lu; Fusheng Wang; Liping Di; Kesheng Wu; Jun Huan; Raghu Nambiar; Jundong Li; Filip Ilievski; Ricardo Baeza-Yates; Xiaohua Hu. Institute of Electrical and Electronics Engineers Inc., 2024. p. 1909-1918 (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Zheng, C, Dagnew, TM, Yang, L, Ding, W, Shen, S, Wang, C & Chen, P 2024, Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis. in W Ding, C-T Lu, F Wang, L Di, K Wu, J Huan, R Nambiar, J Li, F Ilievski, R Baeza-Yates & X Hu (eds), Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024, Institute of Electrical and Electronics Engineers Inc., pp. 1909-1918, 2024 IEEE International Conference on Big Data, BigData 2024, Washington, United States, 12/15/24. https://doi.org/10.1109/BigData62323.2024.10826081

Zheng C, Dagnew TM, Yang L, Ding W, Shen S, Wang C et al. Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis. In Ding W, Lu CT, Wang F, Di L, Wu K, Huan J, Nambiar R, Li J, Ilievski F, Baeza-Yates R, Hu X, editors, Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Institute of Electrical and Electronics Engineers Inc. 2024. p. 1909-1918. (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024). doi: 10.1109/BigData62323.2024.10826081

Zheng, Chengjie ; Dagnew, Tewodros Mulugeta ; Yang, Liuyue et al. / Animal-JEPA : Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis. Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. editor / Wei Ding ; Chang-Tien Lu ; Fusheng Wang ; Liping Di ; Kesheng Wu ; Jun Huan ; Raghu Nambiar ; Jundong Li ; Filip Ilievski ; Ricardo Baeza-Yates ; Xiaohua Hu. Institute of Electrical and Electronics Engineers Inc., 2024. pp. 1909-1918 (Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024).

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title = "Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis",

keywords = "Computer Vision, Self-Supervised Learning",

author = "Chengjie Zheng and Dagnew, \{Tewodros Mulugeta\} and Liuyue Yang and Wei Ding and Shiqian Shen and Changning Wang and Ping Chen",

note = "Publisher Copyright: {\textcopyright} 2024 IEEE.; 2024 IEEE International Conference on Big Data, BigData 2024 ; Conference date: 15-12-2024 Through 18-12-2024",

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doi = "10.1109/BigData62323.2024.10826081",

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series = "Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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AU - Zheng, Chengjie

AU - Dagnew, Tewodros Mulugeta

AU - Yang, Liuyue

AU - Ding, Wei

AU - Shen, Shiqian

AU - Wang, Changning

AU - Chen, Ping

PY - 2024

Y1 - 2024

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KW - Self-Supervised Learning

UR - https://www.scopus.com/pages/publications/85217995597

UR - https://www.scopus.com/pages/publications/85217995597#tab=citedBy

U2 - 10.1109/BigData62323.2024.10826081

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M3 - Conference contribution

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T3 - Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024

SP - 1909

EP - 1918

BT - Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024

A2 - Ding, Wei

A2 - Lu, Chang-Tien

A2 - Wang, Fusheng

A2 - Di, Liping

A2 - Wu, Kesheng

A2 - Huan, Jun

A2 - Nambiar, Raghu

A2 - Li, Jundong

A2 - Ilievski, Filip

A2 - Baeza-Yates, Ricardo

A2 - Hu, Xiaohua

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 15 December 2024 through 18 December 2024

ER -

Animal-JEPA: Advancing Animal Behavior Studies Through Joint Embedding Predictive Architecture in Video Analysis

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Keywords

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