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On-going projects
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$\propto$SVM for learning with label proportions - Learning setting: Only the proportion of each class in each group is known. - Broad applications in social science, marketing, healthcase, and computer vision. |
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Designing Category-level Attributes for Discriminative Visual Recognition - Framework and methods for designing discriminative "category-level" attributes. - State-of-the-art results in classification with few examples, and zero-shot learning. |
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More projects on vision, learning and life coming soon... |
Past projects
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Weak Attributes for Large-Scale Image Retrieval - Leveraging a large pool of weak attributes comprised of automatic classifier scores and other mid-level representations for multi-attribute (label) image retrieval. |
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Active Query Sensing - A mobile visual search system which can suggest the best query view. - ACM Multimedia 2011 Best Paper Award. |
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Adaptive Dictionary Learning for Image Retrieval |