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Enhancing cross-modal retrieval via label graph optimization and hybrid loss functions | Synapse
March 3, 2026
Open Access
Enhancing cross-modal retrieval via label graph optimization and hybrid loss functions
LW
Lin Wang
CW
Chenchen Wang
SP
Simin Peng
Key Points
Improved cross-modal retrieval accuracy was observed, with a notable enhancement in performance metrics.
The hybrid loss functions contributed significantly to optimization, leading to a clear edge in retrieval outcomes.
Utilizing label graph optimization methods, the study explored new pathways for information retrieval effectiveness.
This approach highlights potential advancements in cross-modal retrieval strategies, especially in information use contexts.
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Wang et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75a97c6e9836116a20998
https://doi.org/https://doi.org/10.1038/s41598-026-37525-8