Fig. 1: Overview of ChronoStyleNet research workflow.
From: Multimodal AI for Yuan Buddhist sculpture chronology and style

This figure presents ChronoStyleNet, a domain-adaptive multimodal framework for analyzing grotto sculptures. The workflow integrates targeted data collection and preprocessing, prompt-based task execution, and a structured six-dimensional evaluation system aligned with archaeological ontologies. It emphasizes the model’s ability to conduct detailed stylistic and cultural analysis under data-constrained conditions. Experiment design includes Yuan-dynasty samples and comparisons with baseline models.