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The database is collected for academic research only. Image copyright remains with the original owners of the images.
If you use this database for research purposes, please cite us as follows in any resulting publication.
    author = {Nanxuan Zhao and Ying Cao and Rynson W.H. Lau}, 
    title = {What Characterizes Personalities of Graphic Designs?}, 
    journal = {ACM Transactions on Graphics (Proc. of SIGGRAPH 2018)}, 
    volume = {37},  
    issue = {4}, 
    year = {2018} 


To evaluate our model, we have collected a new set of pairwise ranking data from 615 posters to form an evaluation dataset. We selected 2,000 pairs for each of the 15 pre-defined personalities. We conducted pairwise comparisons using Amazon Mechanical Turk (AMT). 

The posters are stored in "./imgs". 

The annotation is saved as "./annotations/relative_comparisons.mat".


If you have any questions, please contact Cherry (
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