K. H. Jin, M. Unser, K. M. Yi, "Self-Supervised Deep Active Accelerated MRI," arXiv
Summary : Simultaneous learning of reconstructor and smart sampler with MCTS and policy network 

K. H. Jin, G. Kim, Y. Leblebici, J. C. Ye, M. Unser, "Direct Reconstruction of Saturated Samples in Band-Limited OFDM Signals," arXiv
Summary : non-iterative interpolation using bandlimitedness

3D ConvNet classifier for Alzheimer is now published.
H. Choi and K. H. Jin, "Predicting cognitive decline with deep learning of brain metabolism and amyloid imaging,"  Behavioural Brain Research, vol 344, (2018), pp 103-109
This work was also featured by MIT technology review (Apr. 28.2017) link

K. H. Jin, M.T. McCann, E. Froustey, M. Unser , "Deep Convolutional Neural Network for Inverse Problems in Imaging," IEEE Transactions on Image Processing, 26.9 (2017): 4509-4522. 
[The most frequently accessed document in IEEE TIP 2017.10~12, 2018.01]
Code (matlab, tensorflow) is open [github]


E-mail :,

Subpages (1): History