基于Lora模型的传统服饰数字化传承与创新设计
——以蒙古族服饰为例

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Abstract:Thefocusofthisstudyisonthetextualresearchanddigitizationoftraditionalclothing,trainingtoformastableLora model.Buildingonthis,itcombinesspecificuseranddesignerneedstocreatedesigns withconsistentstyles.Thestudydigitizes typical elementsof Mongoliantraditional Costumeandanalyzes thecolorsof typicalMongolian garments,processing them digitally toasistindivergentdesign.Itestablises workflowstailoredtovarious design stylesandtests theimagegeneration efectsofthemodelacross diferentpaths.Theresultsindicatethatusingacomprehensivedatasetoftraditionalclothingand itscolors,astableLoramodelcanbeformedthroughdeplearning.Thedifusionmodel,basedonthisgeneratesimagesand designs i multiplestyles,efectivelyachieving cultural heritageand innovativedesign migrationoftraditionalclothing.This providesareferenceforfashiondesignersandresearchers inthefashionindustrytouseAIGCtechnologyfortheinheritaceand innovation of traditional Chinese clothing.
KeyWords:LoraModel;MachineLearning;CostumeColor;MongolianAttire
近年来,随着AI技术的发展,越来越多的研究者探索并扩展着数字艺术与设计创意需求的边界,扩散模型、去噪扩散概率模型、潜空间扩散模型等不断地迭代,不断地提高扩散模型的图像生成效率。(剩余6485字)