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Understanding the Emotional Impact of Images

Understanding the Emotional Impact of Images. Jia JIA Computer Science, Tsinghua University. Joint work with Xiaohui WANG, Peiyun HU, Sen WU, Jie TANG and Lianhong CAI. Framework: Images - Aesthetic Effects -Emotions. Model: Factor Graphs for images in Social Networks.

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Understanding the Emotional Impact of Images

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  1. Understanding the Emotional Impact of Images Jia JIA Computer Science, Tsinghua University Joint work with Xiaohui WANG, Peiyun HU, Sen WU, Jie TANG and Lianhong CAI

  2. Framework: Images -Aesthetic Effects -Emotions • Model: Factor Graphs for images in Social Networks

  3. App1: Emotion Distribution on Flickr VS During Thanksgiving holiday Before Thanksgiving 2011 100,000 Images from Flickr Happy, Cheerful, and Peaceful

  4. App2: Modify Images with Emotional Words Summer? Happy More than 180 different effects Autumn? Natural Original Image Winter? Clear

  5. “Emotion Modifier” Welcome to download from iTunes Store! https://itunes.apple.com/us/app/emotion-modifier/id571639316

  6. Thank you for your attention! Any Question? APP for iPad (support IOS 5.x ) : Emotion Modifier. Free Download! From https://itunes.apple.com/us/app/emotion-modifier/id571639316

  7. Modeling Emotions via Aesthetic Effects How to characterize levels of emotional impact? We propose a novel notion of using aesthetic effects (quantified in image-scale space) as an intermediate layer to model the high level emotional semantics of images. Middle Level High Level

  8. What affective model to predict the emotional impact? Large-scaleDataset: 100,000 imagesin social networks with comments as emotional tag. Model:semi-supervised factor graph modeltoincorporate color-based features, aesthetic effect, social features and emotional impact. Modeling Social Networkvia Factor Graphs Jie Tang, et al., Learning to Infer Social Ties in Large Networks. In proceeding of ECML-PKDD 2011

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