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+design+is+a+difficult+yet+important+task+for+ensuring+the+usability%252C+accessibility%252C+and+aesthetic+qualities+of+applications.+In+our+paper%252C+we+develop+a+machine-learned+model%252C+UIClip%252C+for+assessing+the+design+quality+and+visual+relevance+of+a+UI+given+its+screenshot+and+natural+language+description.+To+train+UIClip%252C+we+used+a+combination+of+automated+crawling%252C+synthetic+augmentation%252C+and+human+ratings+to+construct+a+large-scale+dataset+of+UIs%252C+collated+by+description+and+ranked+by+design+quality.+Through+training+on+the+dataset%252C+UIClip+implicitly+learns+properties+of+good+and+bad+designs+by+i)+assigning+a+numerical+score+that+represents+a+UI+design%27s+relevance+and+quality+and+ii)+providing+design+suggestions.+In+an+evaluation+that+compared+the+outputs+of+UIClip+and+other+baselines+to+UIs+rated+by+12+human+designers%252C+we+found+that+UIClip+achieved+the+highest+agreement+with+ground-truth+rankings.+Finally%252C+we+present+three+example+applications+that+demonstrate+how+UIClip+can+facilitate+downstream+applications+that+rely+on+instantaneous+assessment+of+UI+design+quality%3a+i)+UI+code+generation%252C+ii)+UI+design+tips+generation%252C+and+iii)+quality-aware+UI+example+search.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.665fe8efeea6da90571c04862d084a61%3frik%3dwUyyrMrGTf%252bKZA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=User+Interface+Data+Modelling&FORM=IRPRST&ck=F5DC2C5368460B85574A13040B3F5E1E&selectedIndex=8&itb=0)
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