Papers by Koki Ryu
What Do Vision–Language Models Encode for Personalized Image Aesthetics Assessment? (2026.findings-acl)
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| Challenge: | Personalized image aesthetics assessment (PIAA) is an important research problem with practical applications. |
| Approach: | They propose a vision-language model that encodes multi-level aesthetic attributes . they analyze visual representations of VLMs to examine their internal representations . |
| Outcome: | The proposed framework can be used to personalize images without fine-tuning . it can be implemented in a variety of image domains and architectures. |