Publications

    Analysis-By-Synthesis

  • Ilker Yildirim, Tejas D. Kulkarni, Winrich A. Freiwald, Joshua B. Tenenbaum:
    Efficient analysis-by-synthesis in vision: A computational framework, behavioral tests, and modeling neuronal representations (pdf) (bibtex)
    Proceedings of the Thirty-Seventh Annual Conference of the Cognitive Science Society
    #analysis-by-synthesis, #psychophysics, #neural modeling, #face perception, #macaque face patches
    @article{IlkerYildirim:2015:65e3f,
    author = {Ilker Yildirim and Tejas D. Kulkarni and Winrich A. Freiwald and Joshua B. Tenenbaum},
    journal = {Proceedings of the Thirty-Seventh Annual Conference of the Cognitive Science Society},
    title = {Efficient analysis-by-synthesis in vision: A computational framework, behavioral tests, and modeling neuronal representations},
    year = {2015},
    keywords = {analysis-by-synthesis, psychophysics, neural modeling, face perception, macaque face patches},
    doi = {},
    url = {http://www.mit.edu/~ilkery/papers/yildirimetal_cogsci15.pdf}
    }
  • Tejas D Kulkarni, Pushmeet Kohli, Joshua B Tenenbaum, Vikash Mansinghka:
    Picture : A Probabilistic Programming Language for Scene Perception (pdf) (doi) (bibtex)
    Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition
    #analysis-by-synthesis, #inference, #deep learning, #inverse vision, #3d vision, #probabilistic programming
    @article{TejasDKulkarni:2015:cf27d,
    author = {Tejas D Kulkarni and Pushmeet Kohli and Joshua B Tenenbaum and Vikash Mansinghka},
    journal = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
    title = {Picture : A Probabilistic Programming Language for Scene Perception},
    year = {2015},
    keywords = {analysis-by-synthesis, inference, deep learning, inverse vision, 3d vision, probabilistic programming},
    doi = {10.1109/CVPR.2015.7299068},
    url = {http://openaccess.thecvf.com/content_cvpr_2015/papers/Kulkarni_Picture_A_Probabilistic_2015_CVPR_paper.pdf}
    }

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