Publications

@article{Monakhova:21,

title = {Untrained networks for compressive lensless photography},

author = {Kristina Monakhova and Vi Tran and Grace Kuo and Laura Waller},

url = {http://www.opticsexpress.org/abstract.cfm?URI=oe-29-13-20913},

doi = {10.1364/OE.424075},

year  = {2021},

date = {2021-06-01},

journal = {Opt. Express},

volume = {29},

number = {13},

pages = {20913--20929},

publisher = {OSA},

keywords = {compressive imaging, compressive photography, high speed video, hyperspectral imaging, Hyperspectral imaging; Image quality; Imaging systems; Optical imaging; Phase imaging; Three dimensional imaging, learning-based},

pubstate = {published},

tppubtype = {article}

}

@article{pinkard2021learned,

title = {Learned adaptive multiphoton illumination microscopy for large-scale immune response imaging},

author = {Henry Pinkard and Hratch Baghdassarian and Adriana Mujal and Ed Roberts and Kenneth H Hu and Daniel Haim Friedman and Ivana Malenica and Taylor Shagam and Adam Fries and Kaitlin Corbin and others},

doi = {https://doi.org/10.1038/s41467-021-22246-5},

year  = {2021},

date = {2021-01-01},

journal = {Nature communications},

volume = {12},

number = {1},

pages = {1--14},

publisher = {Nature Publishing Group},

keywords = {learning-based, microscopy, multiphoton},

pubstate = {published},

tppubtype = {article}

}

@article{kellman2020memory,

title = {Memory-efficient Learning for Large-Scale Computational Imaging},

author = { Michael Kellman and Kevin Zhang and Eric Markley and Jon Tamir and Emrah Bostan and Michael Lustig and Laura Waller},

url = {https://ieeexplore.ieee.org/document/9204455},

doi = {10.1109/TCI.2020.3025735},

year  = {2020},

date = {2020-10-14},

journal = {IEEE Transactions on Computational Imaging},

volume = {6},

pages = {1403-1414},

keywords = {algorithms, computational imaging, experimental design, learning-based, LED array, memory efficient, memory-efficient, physics-based},

pubstate = {published},

tppubtype = {article}

}

@article{bostan2020deep,

title = {Deep Phase Decoder: Self-calibrating phase microscopy with an untrained deep neural network},

author = { Emrah Bostan and Reinhard Heckel and Michael Chen and Michael Kellman and Laura Waller},

url = {https://doi.org/10.1364/OPTICA.389314

https://arxiv.org/abs/2001.09803},

doi = {10.1364/OPTICA.389314},

year  = {2020},

date = {2020-05-21},

journal = {Optica},

volume = {7},

number = {6},

pages = {559-562},

keywords = {algorithms, learning-based, LED array, measurement diversity, phase imaging, physics-based, self-calibration},

pubstate = {published},

tppubtype = {article}

}

@article{monakhova2019learned,

title = {Learned reconstructions for practical mask-based lensless imaging},

author = { Kristina Monakhova and Joshua Yurtsever and Grace Kuo and Nick Antipa and Kyrollos Yanny and Laura Waller},

url = {https://doi.org/10.1364/OE.27.028075},

doi = {10.1364/OE.27.028075},

year  = {2019},

date = {2019-09-30},

journal = {Optics express},

volume = {27},

number = {20},

pages = {28075--28090},

publisher = {Optical Society of America},

keywords = {diffuser, learning-based, lensless imaging, physics-based},

pubstate = {published},

tppubtype = {article}

}

@article{monakhova2019unrolled,

title = {Unrolled, model-based networks for lensless imaging},

author = { Kristina Monakhova and Joshua Yurtsever and Grace Kuo and Nick Antipa and Kyrollos Yanny and Laura Waller},

url = {https://pdfs.semanticscholar.org/6a49/3ac2a0c8a3be888ece00b52bc1ec013df2bd.pdf},

year  = {2019},

date = {2019-09-14},

keywords = {diffuser, learning-based, lensless imaging, physics-based},

pubstate = {published},

tppubtype = {article}

}

@article{kellman2019physics,

title = {Physics-based learned design: Optimized coded-illumination for quantitative phase imaging},

author = { Michael Kellman and Emrah Bostan and Nicole A Repina and Laura Waller},

url = {https://ieeexplore.ieee.org/document/8667888},

year  = {2019},

date = {2019-09-01},

journal = {IEEE Transactions on Computational Imaging},

volume = {5},

number = {3},

pages = {344--353},

publisher = {IEEE},

keywords = {algorithm, experimental design, learning-based, phase imaging, physics-based},

pubstate = {published},

tppubtype = {article}

}

@article{bostan2018learning,

title = {Learning-based image reconstruction via parallel proximal algorithm},

author = { Emrah Bostan and Ulugbek S Kamilov and Laura Waller},

url = {https://doi.org/10.1109/LSP.2018.2833812},

doi = {10.1109/LSP.2018.2833812},

year  = {2018},

date = {2018-05-07},

journal = {IEEE Signal Processing Letters},

volume = {25},

number = {7},

pages = {989--993},

publisher = {IEEE},

keywords = {algorithms, fluorescence imaging, learning-based, regularization},

pubstate = {published},

tppubtype = {article}

}