Sanjiv Kumar

Hi! I work in the area of large-scale machine learning and computer vision. You can find more information about me including a complete list of papers at: www.sanjivk.com.

Google Publications

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    Learning Binary Codes for High Dimensional Data Using Bilinear Projections

    Yunchao Gong, Sanjiv Kumar, Henry Rowley, Svetlana Lazebnik

    IEEE Computer Vision and Pattern Recognition (2013) (to appear)

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    Angular Quantization-based Binary Codes for Fast Similarity Search

    Yunchao Gong, Sanjiv Kumar, Vishal Verma, Svetlana Lazebnik

    Neural Information Processing Systems (NIPS) (2012)

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    Compact Hyperplane Hashing with Bilinear Functions

    Wei Liu, Jun Wang, Yadong Mu, Sanjiv Kumar, Shih-Fu Chang

    International Conference on Machine Learning (ICML) (2012)

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    On the Difficulty of Nearest Neighbor Search

    Junfeng He, Sanjiv Kumar, Shih-Fu Chang

    International Conference on Machine Learning (ICML) (2012)

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    Sampling Methods for the Nystrom Method

    Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar

    Journal of Machine Learning Research (JMLR) (2012)

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    Semi-Supervised Hashing for Large Scale Search

    Jun Wang, Sanjiv Kumar, Shih-Fu Chang

    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) (2012)

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    Ensemble Nystrom

    Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar

    A book chapter in Ensemble Machine Learning: Theory and Applications, Springer (2011)

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    Hashing with Graphs

    Wei Liu, Jun Wang, Sanjiv Kumar, Shih-Fu Chang

    International Conference on Machine Learning (ICML) (2011)

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    Baselines for Image Annotation

    Ameesh Makadia, Vladimir Pavlovic, Sanjiv Kumar

    International Journal on Computer Vision (IJCV) (2010)

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    Semi-Supervised Hashing for Scalable Image Retrieval

    Jun Wang, Sanjiv Kumar, Shih-Fu Chang

    IEEE Conf on Computer Vision and Pattern Recognition (CVPR) (2010)

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    Sequential Projection Learning for Hashing with Compact Codes

    Jun Wang, Sanjiv Kumar, Shih-Fu Chang

    International Conference on Machine Learning (ICML) (2010)

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    YouTubeCat: Learning to Categorize Wild Web Videos

    Zheshen Wang, Ming Zhao, Yang Song, Sanjiv Kumar, Baoxin Li

    IEEE Conf on Computer Vision and Pattern Recognition (CVPR) (2010)

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    Ensemble Nystrom Method

    Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar

    Neural Information Processing Systems (NIPS) (2009)

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    On Sampling-Based Approximate Spectral Decomposition

    Sanjiv Kumar, Mehryar Mohri, Ameet Talkwalkar

    International Conference on Machine Learning (ICML) (2009)

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    Sampling Techniques for the Nystrom Method

    Sanjiv Kumar, Mehryar Mohri, Ameet Talwalkar

    Artificial Intelligence and Statistics (AISTATS) (2009)

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    A New Baseline For Image Annotation

    Ameesh Makadia, Vladimir Pavlovic, Sanjiv Kumar

    European Conference on Computer Vision (ECCV) (2008)

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    Face Tracking and Recognition with Visual Constraints in Real-World Videos

    Minyoung Kim, Sanjiv Kumar, Vladimir Pavlovic, Henry A. Rowley

    IEEE Computer Vision and Pattern Recognition (CVPR) (2008)

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    Large-Scale Manifold Learning

    Ameet Talwalkar, Sanjiv Kumar, Henry A. Rowley

    Computer Vision and Pattern Recognition (CVPR) (2008)

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    Classification of Weakly-Labeled Data with Partial Equivalence Relations

    Sanjiv Kumar, Henry A. Rowley

    International Conference on Computer Vision (ICCV) (2007)