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Authors
Zheng, Chenghao
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Funding
Funding for this research was provided by:
the Science and Technology Commission of the Central Military Commission
the National Key Research and Development Program of China
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Article History
Received: 5 September 2025
Accepted: 12 January 2026
First Online: 28 January 2026
Declarations
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: The authors declare no competing interests.
: The main implementation of the OG-CLIP framework has been deposited in a version-controlled public repository: . This repository includes the training pipeline and data preprocessing scripts. Due to confidentiality restrictions, proprietary modules cannot be released publicly. However, the provided code is sufficient to reproduce the principal results reported in this manuscript. For access to the complete codebase, including the proprietary modules, interested users are encouraged to contact the corresponding author.
