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Efficient fine-tuning of large-scale vision-language models for visual marketing analysis: From brand logo detection to aesthetic preference prediction
- Suxiang Qin,
- Songwen Wei
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- Published: August 7, 2026
- https://doi.org/10.1371/journal.pone.0354157