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Oh! My TypeFind your ideal type with a smart
website
Prof. Winston H. HsuTA. Yan-Ying ChenTeam 8 洪三權 周融瑋 張衡
2012.01.10 NTU MMAI course term project presentation
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Outline• Motivation
o Why are we doing this?
• Existing systemo Why existing system sucks
• Observationo What things that people care about
• System introductiono What methods are we using
• Website Demoo How’s the website
• Evaluationo What are people thinking about
• Conclusiono Is it good?o Q&A
You are my cup of tea
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Why are we doing this?
Most of the time,we are looking for a soul mate.
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Why are we doing this?
• Most of the time, we are seeking for another part of our life
• Sometimes… we just fell boring XD
State of the art• Blog
o Wretcho Beauty wall o Yam blog
• BBSo ptt [Beauty] [NTUBeauty]o ptt2 [ZZZZZZZZZ9] o dispBBS [Beauty#Beauty]
• Newso 今日我最美o News paper[Star news]
• Movie & TV…
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Observation• People love to look around• But they tend to meet new friends in familiar
place or familiar social circles
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What we need is …• Look for date• More option• Familiar social circles• Find their own type
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We present you
Oh! My type
http://ohmytype.csie.org/beta/
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Oh! My type• It’s a website based on plurk social network • You can browse all the photos and guess your
type• You may also link to someone’s blog or wretch
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We gatheralmost 50000 plurk account
• 9800/50000 use portraits• we also gather their friends, social relation.• And we try to find their wretch Album• Then, we do a little experiment on their photo
and social relationship for recommendation
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How do we do it?• Image feature• Social Network Degree (friends)• Recommendation• UI design
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Image feature [Total histogram]
• 195*195 pixel , RGB 32 HD colors• Each pixel has total 8*3 features
o R8 B8 G8
• Calculate histogram
R0R2
R4R6
G0G2
G4G6
B0B2
B4B6
CE/ 通用格式
CE/ 通用格式
CE/ 通用格式
total Histogram
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Image feature [Face histogram]
• Using tools to find face• Restore to 50*50 pixel, HSV 32HD colors • Using mask to block that should not be face
• Calculate histogram (16*3 features )
-
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Image feature [Eigenface]
• Base on 50*50 pixel, 8 bytes color • Calculate Eigenface• Restore first 100 Eigen Vector
• Eigenface =[ 1.00755753e+002, 9.59269257e+001, 9.29569550e+001,8.94374390e+001,… ]
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Social network degree • How many friends does he/she have• More friends gets more score
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Recommendation• Feature vector
o EX: FEATURE 5566 = [ [Total_Color_Histogram_24 ],[Face_Color_Histogram_48 ],[eigenface_100 ][Social_dgree_1 ],[Sex_1 ] ]
• Relevance feedbacko FEATURE search = FEATURE new *(0.7) + FEATURE old(sum) *(0.3)
• Calculate DISTANCE o FEATURE search = [ [V_a1] ,[V_a2],[V_a3].[V_a4],[V_a5] ]o FEATURE 5566 = [ [V_b1] ,[V_b2],[V_b3].[V_b4],[V_b5] ]
o DISTANCE search_to_5566 = Distance (Search ,5566 )
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UI design• Simple photo wall• Single click to select• Drop out for abandon
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Demo• Once again. We emphasize that
relationship is base on inside, not outside.
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User study• For user study, we make two version to compare.• 1. Optimal version (16)
o Recommended base on selection
• 2. Random version (6)o Just random
• Age : 18~30• Career: 21 student ,1 Teacher
性別 - 性向統計 (Optimal)男 - 女男 - 男女 - 女女 - 男男 - 其他其他 - 其他
性別 - 性向統計 (Random)男 - 女男 - 男女 - 女女 - 男男 - 其他其他 - 其他
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User study我明明就選女生啊，為什麼推出來的還是男生居多哩 XDDDD
就前三排而言，我覺得結果沒有很準，我會看得出來被列出來的圖片們的相似之處，但 .. 也許是帥哥 / 美女的 feature ，不僅僅是在五官的相似上，換句話說 .. 五官長得像帥哥 / 美女的人，不一定也是帥哥 / 美女另外，有個疑問是如果把不相關的圖片刪掉，會增進系統的結果嗎？最後，建議關於刪除圖片的功能，建議可以在旁邊說明一下，或者新增一個移除按鈕在圖片上
good job! *4
可以透過照片看出幽默風趣！！？
XD" 所以對某特定圖片點一次 MORE ，該張圖片的 rank 應該要提升對嗎 ? 可是 .. 怎麼好像有點亂跑，雖然通常都還是會在前三排，這是正常的嗎？
另外，建議可以放一點點使用解說在旁邊，譬如說 .. 圖片是可以拉到旁邊丟掉的 XD"
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User study
我明明就選女生啊，為什麼推出來的還是男生居多哩 XDDDD
就前三排而言，我覺得結果沒有很準，我會看得出來被列出來的圖片們的相似之處，但 .. 也許是帥哥 / 美女的 feature ，不僅僅是在五官的相似上，換句話說 .. 五官長得像帥哥 / 美女的人，不一定也是帥哥 / 美女另外，有個疑問是如果把不相關的圖片刪掉，會增進系統的結果嗎？最後，建議關於刪除圖片的功能，建議可以在旁邊說明一下，或者新增一個移除按鈕在圖片上
good job! *4
XD" 所以對某特定圖片點一次 MORE ，該張圖片的 rank 應該要提升對嗎 ? 可是 .. 怎麼好像有點亂跑，雖然通常都還是會在前三排，這是正常的嗎？
另外，建議可以放一點點使用解說在旁邊，譬如說 .. 圖片是可以拉到旁邊丟掉的 XD"
可以透過照片看出幽默風趣！！？
Random Optimal
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Conclusion• Girls love to use Photoshop (CS4 )
o And take photo in optimal angle
• Boys love to put on their female idols imageo Some of them also put on CG anime images
• Initial photos are importance to final result
• UI can help users to do relevance feedback
• Face organs is hard to detect
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Thank you!Q&A time
