Evaluating the Visual Similarity of Southwest China's Ethnic Minority Brocade Based on Deep Learning
This paper employs deep learning methods to investigate the visual similarity of ethnic minority patterns in Southwest China. A customized SResNet-18 network was developed, achieving an accuracy of 98.7% on the test set, outperforming ResNet-18, VGGNet-16, and AlexNet. The extracted feature vectors from SResNet-18 were evaluated using three metrics: cosine similarity, Euclidean distance, and Manhattan distance. The analysis results were visually represented on an ethnic thematic map, highlighting the connections between ethnic patterns and their regional distributions.
Code (0)
등록된 구현이 없습니다.
Similar Papers 제목 키워드 기반
Caption Generation for Dongba Paintings via Prompt Learning and Semantic Fusion
Dongba paintings, the treasured pictorial legacy of the Naxi people in southwestern China, feature richly layered visual elements, vivid color palettes, and pronounced ethnic and regional cultural symbolism, yet their au…
Image CaptioningResearch on the Dynamic Evolution and Influencing Factors of Energy Resilience in China
Energy security is the guarantee for achieving the goal of carbon peaking and carbon neutrality, and exploring energy resilience is one of the important ways to promote energy security transition and adapt to changes in …
Density EstimationNavigating the Mise-en-Page: Interpretive Machine Learning Approaches to the Visual Layouts of Multi-Ethnic Periodicals
This paper presents a computational method of analysis that draws from machine learning, library science, and literary studies to map the visual layouts of multi-ethnic newspapers from the late 19th and early 20th centur…
BIG-bench Machine LearningChinaHeritaQA: A Culturally-Grounded Visual Question Answering Dataset for World Heritage Sites in China
We introduce ChinaHeritaQA, a multimodal benchmark dataset for evaluating the cultural reasoning abilities of vision-language models (VLMs) on UNESCO World Heritage sites in China. The dataset comprises 2,279 in-the-wild…
Visual Question AnsweringFewer, better pathways for all? Intersectional impacts of rural school consolidation in China's minority regions
Primary school consolidation--the closure of small community schools or their mergers into larger, better-resourced schools--is emerging as a significant policy response to changing demographics in middle income countrie…
All