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The image list used in "mergedNetRank.prototxt"

Open ayantian opened this issue 6 years ago • 1 comments

Hi, Thank you very much for sharing your code. One thing that puzzles me is that the code dose not provide the image list used in "mergedNetRank.prototxt". I wonder how you select pairs of images. I also read your paper, I noticed that you investigated two strategies for selecting pairs of images used in computing the ranking loss. One way is to select pairs of images with a relatively large difference in their average aesthetic scores. The other way is sample image pairs that have been scored by the same individual. I want to know how this relatively large difference is defined, whether there is a need to set a specific threshold for the difference in aesthetic scores, and how many pairs of images you used for train. I am very looking forward to your help. Best wishes! Chen

ayantian avatar Dec 11 '17 05:12 ayantian

Hi,

Thanks for your interest. I didn't provide the list of image pairs because the txt file that stores the pairs is >200MB, meaning millions pairs are sampled for testing different strategies.

As for sampling pairs with large margin, we chose those image pairs with at least 2 score difference, e.g. 3 vs. 5, 4 vs. 2, 3 vs. 1.

Hope this helps.

Regards, Shu

On Sun, Dec 10, 2017 at 9:44 PM, ayantian [email protected] wrote:

Hi, Thank you very much for sharing your code. One thing that puzzles me is that the code dose not provide the image list used in "mergedNetRank.prototxt". I wonder how you select pairs of images. I also read your paper, I noticed that you investigated two strategies for selecting pairs of images used in computing the ranking loss. One way is to select pairs of images with a relatively large difference in their average aesthetic scores. The other way is sample image pairs that have been scored by the same individual. I want to know how this relatively large difference is defined, whether there is a need to set a specific threshold for the difference in aesthetic scores, and how many pairs of images you used for train. I am very looking forward to your help. Best wishes! Chen

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aimerykong avatar Dec 11 '17 16:12 aimerykong