Ten lectures on wavelets
Image retrieval by color semantics
Multimedia Systems - Special issue on video content based retrieval
Computer and Robot Vision
Semantics in Visual Information Retrieval
IEEE MultiMedia
K-DIME: An Affective Image Filtering System
IEEE MultiMedia
Robust Real-Time Face Detection
International Journal of Computer Vision
Content-based multimedia information retrieval: State of the art and challenges
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Constructing cylindrical coordinate colour spaces
Pattern Recognition Letters
Translating Journalists' Requirements into Features for Image Search
VSMM '09 Proceedings of the 2009 15th International Conference on Virtual Systems and Multimedia
Content-Based affective image classification and retrieval using support vector machines
ACII'05 Proceedings of the First international conference on Affective Computing and Intelligent Interaction
Studying aesthetics in photographic images using a computational approach
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Affective video content representation and modeling
IEEE Transactions on Multimedia
Image query by impression words-the IQI system
IEEE Transactions on Consumer Electronics
Affective understanding in film
IEEE Transactions on Circuits and Systems for Video Technology
Associating textual features with visual ones to improve affective image classification
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Emotion based classification of natural images
Proceedings of the 2011 international workshop on DETecting and Exploiting Cultural diversiTy on the social web
MM '11 Proceedings of the 19th ACM international conference on Multimedia
The role of attractiveness in web image search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Towards multi-semantic image annotation with graph regularized exclusive group lasso
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Bilinear deep learning for image classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Analyzing emotional semantics of abstract art using low-level image features
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
XCSF for prediction on emotion induced by image based on dimensional theory of emotion
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 20th ACM international conference on Multimedia
Context-aware affective images classification based on bilayer sparse representation
Proceedings of the 20th ACM international conference on Multimedia
Can we understand van gogh's mood?: learning to infer affects from images in social networks
Proceedings of the 20th ACM international conference on Multimedia
Where is the beauty?: retrieving appealing VideoScenes by learning Flickr-based graded judgments
Proceedings of the 20th ACM international conference on Multimedia
Scaring or pleasing: exploit emotional impact of an image
Proceedings of the 20th ACM international conference on Multimedia
Enhancing semantic features with compositional analysis for scene recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Computer Vision and Image Understanding
Saliency-Guided consistent color harmonization
CCIW'13 Proceedings of the 4th international conference on Computational Color Imaging
Semantic indexing and computational aesthetics: interactions, bridgesand boundaries
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Disassembling gamification: the effects of points and meaning on user motivation and performance
CHI '13 Extended Abstracts on Human Factors in Computing Systems
Sentribute: image sentiment analysis from a mid-level perspective
Proceedings of the Second International Workshop on Issues of Sentiment Discovery and Opinion Mining
Visual interestingness in image sequences
Proceedings of the 21st ACM international conference on Multimedia
User interest and social influence based emotion prediction for individuals
Proceedings of the 21st ACM international conference on Multimedia
Proceedings of the 21st ACM international conference on Multimedia
Unveiling the multimedia unconscious: implicit cognitive processes and multimedia content analysis
Proceedings of the 21st ACM international conference on Multimedia
Large-scale visual sentiment ontology and detectors using adjective noun pairs
Proceedings of the 21st ACM international conference on Multimedia
Convolutional Deep Networks for Visual Data Classification
Neural Processing Letters
Affective image adjustment with a single word
The Visual Computer: International Journal of Computer Graphics
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Images can affect people on an emotional level. Since the emotions that arise in the viewer of an image are highly subjective, they are rarely indexed. However there are situations when it would be helpful if images could be retrieved based on their emotional content. We investigate and develop methods to extract and combine low-level features that represent the emotional content of an image, and use these for image emotion classification. Specifically, we exploit theoretical and empirical concepts from psychology and art theory to extract image features that are specific to the domain of artworks with emotional expression. For testing and training, we use three data sets: the International Affective Picture System (IAPS); a set of artistic photography from a photo sharing site (to investigate whether the conscious use of colors and textures displayed by the artists improves the classification); and a set of peer rated abstract paintings to investigate the influence of the features and ratings on pictures without contextual content. Improved classification results are obtained on the International Affective Picture System (IAPS), compared to state of the art work.