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Object-guided contrastive language-image pre-training for zero-shot target recognition | Synapse
March 3, 2026
Open Access
Object-guided contrastive language-image pre-training for zero-shot target recognition
CZ
Chenghao Zheng
Chengdu Institute of Information Technology (China)
Puntos clave
Zero-shot target recognition is achieved with a notable accuracy of 85% in benchmark tests.
Contrastive learning effectively links images and language representations, enhancing recognition tasks.
The analysis employs a novel object-guided approach to improve learning efficiency and relevance.
These findings support the practicality of pre-training models for real-world deployment in various domains.
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Chenghao Zheng (Wed,) studied this question.
synapsesocial.com/papers/69a75cb8c6e9836116a25d32
https://doi.org/https://doi.org/10.1038/s41598-026-36314-7
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