Tom Tirer

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tirer dot tom at gmail dot com

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Publications

T. Tirer and J. Bruna, “Extended Unconstrained Features Model for Exploring Deep Neural Collapse,”
International Conference on Machine Learning 
(ICML), 2022.

[article] [video]

O. Bialer and T. Tirer, “Performance Analysis of Automotive SAR With Radar Based Motion Estimation,” Submitted, 2022.

[article]

T. Tirer and O. Bialer, “Direction of Arrival Estimation and Phase-Correction for Non-Coherent Sub-Arrays: A Convex Optimization Approach,” Accepted to IEEE Transactions on Aerospace and Electronic Systems, 2022.

[article]

T. Tirer and R. Giryes, “On the Convergence Rate of Projected Gradient Descent for a Back-Projection based Objective,” SIAM Journal on Imaging Sciences (SIIMS), vol. 14, no. 4, pp. 1504–1531, 2021.

[article]

S. Abu Hussein, T. Tirer, S. Y. Chun, Y. C. Eldar, and R. Giryes, “Image Restoration by Deep Projected GSURE,” Winter Conference on Applications of Computer Vision (WACV), 2022.

[article] [code]

O. Bialer, A. Jonas, and T. Tirer, “Code Optimization for Fast Chirp FMCW Automotive MIMO Radar,”
IEEE Transactions on Vehicular Technology, vol. 70, no. 8, pp. 7582–7593, 2021.

[article]

O. Bialer, A. Jonas, and T. Tirer, “Super Resolution Wide Aperture Automotive Radar,”
IEEE Sensors Journal, vol. 21, no. 16, pp. 17846–17858, 2021.

[article] [Prototype]

T. Tirer, J. Bruna, and R. Giryes, “Kernel-Based Smoothness Analysis of Residual Networks,”
Mathematical and Scientific Machine Learning (MSML), 2021.

[article] [code]

T. Tirer and O. Bialer, “A Method for Reducing the Performance Gap Between Non-Coherent and Coherent Sub-Arrays,” IEEE Transactions on Signal Processing, vol. 68, no. 1, pp. 3358–3370, 2020.

[pdf] [code - email me] [convex]

S. Abu Hussein, T. Tirer, and R. Giryes, “Correction Filter for Single Image Super-Resolution: Robustifying Off-the-Shelf Deep Super-Resolvers,” Conf. on Computer Vision and Pattern Recog. (CVPR) 2020 (oral).

[article] [code]

T. Tirer and R. Giryes, “Back-Projection based Fidelity Term for Ill-Posed Linear Inverse Problems,”
IEEE Transactions on Image Processing, vol. 29, no. 1, pp. 6164–6179, 2020.

[article] [code] ([slides] [video] [longer video] include IDBP and IAGAN)

S. Abu Hussein*, T. Tirer*, and R. Giryes, “Image-Adaptive GAN based Reconstruction,”
AAAI Conference on Artificial Intelligence, 2020. (*Equal contributors)

[article] [code]

T. Tirer and R. Giryes, “Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal Learning,” IEEE Signal Processing Letters, vol. 26, no. 7, pp. 1080–1084, 2019.

[article] [code]

T. Tirer and R. Giryes, “Image Restoration by Iterative Denoising and Backward Projections”,
IEEE Transactions on Image Processing, vol. 28, no. 3, pp. 1220–1234, 2019.

[article] [code] [slides]

T. Tirer and R. Giryes, “Generalizing CoSaMP to Signals from a Union of Low Dimensional Linear Subspaces”, Accepted to Applied and Computational Harmonic Analysis, 2018.

[article] [code] [poster (SPARS17)]

T. Tirer and A.J. Weiss, “High Resolution Localization of Narrowband Radio Emitters Based on Doppler Frequency Shifts,” Signal Processing (Elsevier), vol. 141, pp. 288 - 298, Dec. 2017.

[pdf] [code]

T. Tirer and A.J. Weiss, “Performance Analysis of a High-Resolution Direct Position Determination Method,” IEEE Transactions on Signal Processing, vol. 65, no. 3, pp. 544 - 554, Feb. 2017.

[pdf] [code]

T. Tirer and A.J. Weiss, “High Resolution Direct Position Determination of Radio Frequency Sources,” IEEE Signal Processing Letters, vol. 23, no. 2, pp. 192 - 196, Feb. 2016.

[article] [code]


Conferences of up to 5 pages

E. Yogev-Ofer, T. Tirer, and R. Giryes, “An Interpretation of Regularization by Denoising and its Application with the Back-Projected Fidelity Term,” IEEE Int. Conf. on Image Processing (ICIP), 2021.

[article]

T. Tirer and O. Bialer, “Direction of Arrival Estimation for Non-Coherent Sub-Arrays via Joint Sparse and Low-Rank Signal Recovery,” IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP), 2021

[article]

J. Zukerman, T. Tirer, and R. Giryes, “BP-DIP: A Backprojection based Deep Image Prior,”
European Signal Processing Conference (EUSIPCO), 2020.

[article] [code]

T. Tirer and O. Bialer, “Effective Approximate Maximum Likelihood Estimation of Angles of Arrival for Non-Coherent Sub-Arrays,” IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP), 2020

[article]

O. Bialer, N. Garnett, and T. Tirer, “Performance Advantages of Deep Neural Networks for Angle of Arrival Estimation,” IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP), 2019

[article]

T. Tirer and R. Giryes, “Task-Driven Dictionary Learning based on Convolutional Neural Network Features,” European Signal Processing Conference (EUSIPCO), 2018.

[article]

T. Tirer and R. Giryes, “An Iterative Denoising and Backwards Projections Method and its Advantages for Blind Deblurring,” IEEE International Conference on Image Processing (ICIP), 2018.

[article]

Other (hopefully helpful) stuff

Short review of optimization methods for deep learning, TAU course, 2018

[slides]