Publications

    Ilker Yildirim

  • 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}
    }
  • Ilker Yildirim, Tobias Gerstenberg, Basil Saeed, Marc Toussant, Joshua B. Tenenbaum:
    Physical problem solving: Joint planning with symbolic, geometric, and dynamic constraints (pdf) (bibtex)
    Proceedings of the 39th Annual Conference of the Cognitive Science Society
    #planning, #problem solving, #logic-geometric programming, #intuitive physics, #scene understanding
    @article{IlkerYildirim:2017:b8461,
    author = {Ilker Yildirim and Tobias Gerstenberg and Basil Saeed and Marc Toussant and Joshua B. Tenenbaum},
    journal = {Proceedings of the 39th Annual Conference of the Cognitive Science Society},
    title = {Physical problem solving: Joint planning with symbolic, geometric, and dynamic constraints},
    year = {2017},
    keywords = {planning, problem solving, logic-geometric programming, intuitive physics, scene understanding},
    doi = {},
    url = {http://web.mit.edu/tger/www/papers/Physical%20problem%20solving%20Joint%20planning%20with%20symbolic,%20geometric,%20and%20dynamic%20constraints,%20Yildirim%20et%20al.,%202017.pdf}
    }
  • Jiajun Wu, Ilker Yildirim, Joseph J. Lim, William T. Freeman, Joshua B. Tenenbaum:
    Galileo: Perceiving Physical Object Properties by Integrating a Physics Engine with Deep Learning (web) (bibtex)
    Advances in Neural Information Processing Systems (NIPS)
    #intuitive physics, #simulation, #deep learning, #unsupervised learning, #scene understanding
    @article{JiajunWu:2015:27dc4,
    author = {Jiajun Wu and Ilker Yildirim and Joseph J. Lim and William T. Freeman and Joshua B. Tenenbaum},
    journal = {Advances in Neural Information Processing Systems (NIPS)},
    title = {Galileo: Perceiving Physical Object Properties by Integrating a Physics Engine with Deep Learning},
    year = {2015},
    keywords = {intuitive physics, simulation, deep learning, unsupervised learning, scene understanding},
    doi = {},
    url = {http://galileo.csail.mit.edu/}
    }
  • Michael Janner, Jiajun Wu, Tejas D. Kulkarni, Ilker Yildirim, Joshua B. Tenenbaum:
    Self-Supervised Intrinsic Image Decomposition (web) (bibtex)
    Advances in Neural Information Processing Systems (NIPS)
    #computer vision, #deep learning, #self-supervised learning
    @article{MichaelJanner:2017:e02af,
    author = {Michael Janner and Jiajun Wu and Tejas D. Kulkarni and Ilker Yildirim and Joshua B. Tenenbaum},
    journal = {Advances in Neural Information Processing Systems (NIPS)},
    title = {Self-Supervised Intrinsic Image Decomposition},
    year = {2017},
    keywords = {computer vision, deep learning, self-supervised learning},
    doi = {},
    url = {http://rin.csail.mit.edu/}
    }
  • Ilker Yildirim, Kevin Smith, Mario Belledonne, Jiajun Wu, Joshua B. Tenenbaum:
    Neurocomputational Modeling of Human Physical Scene Understanding (pdf) (bibtex)
    Conference on Cognitive Computational Neuroscience (CCN)
    #intuitive physics, #deep learning, #scene understanding
    @article{IlkerYildirim:2018:068cb,
    author = {Ilker Yildirim and Kevin Smith and Mario Belledonne and Jiajun Wu and Joshua B. Tenenbaum},
    journal = {Conference on Cognitive Computational Neuroscience (CCN)},
    title = {Neurocomputational Modeling of Human Physical Scene Understanding},
    year = {2018},
    keywords = {intuitive physics, deep learning, scene understanding},
    doi = {},
    url = {https://jiajunwu.com/papers/humanphys_ccn.pdf}
    }

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