Author

Wei-Hang Zhang

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#small language model Preprint Oct 2026

FrameLite: Decision-Oriented Aesthetic Cropping with a Compact Vision-Language Model

This work proposes FrameLite, a compact cropping model built on Qwen3, which outperforms the compared large-VLM croppers across public benchmarks with a substantially smaller backbone and develops three-stage training to turn this potential into stronger direct predictions.

Jian-Ze Li, Kai Liu, Zi-Qing Zhang et al. · 0 citations

Preprint Sep 2026

Discrete Annotation, Continuous Preference: Rethinking Supervision for Accurate and Generalizable Aesthetic Image Cropping

Aesthetic image cropping aims to identify the optimal crop of an image in terms of aesthetics and composition. While supervision based on annotated data is fundamental, the field has been hindered by a long-standing problem: existing datasets suffer from (1) human subjectivity and (2) rigid discreteness confined to fix...

Zi-Qing Zhang, Xiao Liu, Kai Liu et al. · 0 citations