基于YOLOv8的女褲結(jié)構(gòu)特征識別方法

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關(guān)鍵詞：女褲結(jié)構(gòu)特征；YOLOv8；女褲制版；款式圖識別；相似款式圖匹配中圖分類號：TS941.71 文獻(xiàn)標(biāo)志碼：A 文章編號：1673-3851（2025）07-0507-08引用格式：，．基于YOLOv8的女褲結(jié)構(gòu)特征識別方法[J]．學(xué)報（自然科學(xué)），2025，53（4） ：507-514.Reference Format： LI Meng， CHEN Minzhi.A structural feature recognition method of women's pantsbased onYOLOv8[J]. Journal of Zhejiang Sci-Tech University，2025，53（4） ：507-514.

Abstract： To facilitate the matching of clothing style sketches and the swift generation of template maps，so as to improve the pattern-making efficiency of apparel enterprises，a YOLOv8-based method for identifying structural features of women's pants was proposed. This method matches similar style sketches by recognizing the structural features of women's pants. According to patern-making rules for women's pants，a clasification system for structural features was established， encompassing six key modules： silhouette，waist structure， hip structure，crotch structure， placket，and pockets，which were further subdivided into 23 categories.These structural features were then encoded according to the classification system to obtain category labels. Taking mannequin-based style sketches as the research object， samples of women's pants were drawn. By formulating and unifying sample annotation rules，a dataset suitable for structural feature recognition was created. The enhanced dataset of style sketches was recognized using YOLOv8，and the model was applied to match similar style sketches and rapidly generate pattern drawings. The results indicate that this method can effectively classify the structural features of women's pants，with an overall classification accuracy of 97.8% and a mean average precision of 99.0% . It provides an effective approach for the recognition and application of garment structural features.

Key words： structural characteristics of women' s pants； YOLOv8；women's pants plate making pattern recognition; similar style sketch matching

0 引言

傳統(tǒng)的服裝制版需要制版師人工分析款式圖信息并繪制樣板圖，容易受主觀判斷的影響，造成款式特征誤判、款式圖到樣板圖的轉(zhuǎn)換差異大以及生產(chǎn)效率低等問題[1]。（剩余6468字）