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Batu Ozturkler
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Year
Demystifying batch normalization in relu networks: Equivalent convex optimization models and implicit regularization
T Ergen, A Sahiner, B Ozturkler, J Pauly, M Mardani, M Pilanci
International Conference on Learning Representations, 2021
292021
Convex regularization behind neural reconstruction
A Sahiner, M Mardani, B Ozturkler, M Pilanci, J Pauly
International Conference on Learning Representations, 2020
272020
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers
A Sahiner, T Ergen, B Ozturkler, J Pauly, M Mardani, M Pilanci
International Conference on Machine Learning, 2022
262022
Noise2Recon: Enabling SNR‐robust MRI reconstruction with semi‐supervised and self‐supervised learning
AD Desai*, BM Ozturkler*, CM Sandino, R Boutin, M Willis, S Vasanawala, ...
Magnetic Resonance in Medicine 90 (5), 2052-2070, 2023
22*2023
VORTEX: Physics-Driven Data Augmentations for Consistency Training for Robust Accelerated MRI Reconstruction
AD Desai, B Gunel, BM Ozturkler, H Beg, S Vasanawala, BA Hargreaves, ...
Medical Imaging with Deep Learning, 2021
21*2021
Hidden convexity of wasserstein gans: Interpretable generative models with closed-form solutions
A Sahiner, T Ergen, B Ozturkler, B Bartan, J Pauly, M Mardani, M Pilanci
International Conference on Learning Representations, 2021
202021
ThinkSum: Probabilistic reasoning over sets using large language models
B Ozturkler, N Malkin, Z Wang, N Jojic
The 61st Annual Meeting of the Association for Computational Linguistics …, 2022
142022
The mathematics of mass testing for COVID-19
D Donoho, M Lotfi, B Ozturkler
SIAM Conference on Mathematics of Data Science (MDS20) 53 (06), 2020
9*2020
Musical mirror-symmetrical movement tasks: comparison of rhythm versus melody-playing
S Tokgoz, D Aydogdu, B Ilhan, Y Sahin, N Bariseri, BM Ozturkler, T Çukur
NeuroReport 31 (7), 523-529, 2020
62020
Regularization by Denoising Diffusion Process for MRI Reconstruction
B Ozturkler, M Mardani, A Vahdat, J Kautz, JM Pauly
Medical Imaging with Deep Learning, short paper track, 2023
42023
Scale-Agnostic Super-Resolution in MRI using Feature-Based Coordinate Networks
D Van Veen, R Van der Sluijs, B Ozturkler, A Desai, C Bluethgen, ...
Medical Imaging with Deep Learning, short paper track, 2022
42022
Gleam: greedy learning for large-scale accelerated MRI reconstruction
B Ozturkler, A Sahiner, T Ergen, AD Desai, CM Sandino, S Vasanawala, ...
arXiv preprint arXiv:2207.08393, 2022
42022
Smrd: Sure-based robust mri reconstruction with diffusion models
B Ozturkler, C Liu, B Eckart, M Mardani, J Song, J Kautz
International Conference on Medical Image Computing and Computer-Assisted …, 2023
32023
Coil-sketched unrolled networks for computationally-efficient deep MRI reconstruction
JA Oscanoa, B Ozturkler, SS Iyer, Z Li, CM Sandino, M Pilanci, DB Ennis, ...
Proceedings of International Society of Magnetic Resonance in Medicine, 0
3*
Displacement estimation methods for speed-of-sound imaging in pulse-echo
R Rau, E Ozkan, BM Ozturkler, L Gastli, O Goksel
2020 IEEE International Ultrasonics Symposium (IUS), 1-4, 2020
22020
Greedy learning for large-scale neural MRI reconstruction
B Ozturkler, A Sahiner, T Ergen, AD Desai, JM Pauly, S Vasanawala, ...
NeurIPS 2021 Workshop on Deep Learning and Inverse Problems, 2021
12021
Scalable and Interpretable Neural MRI Reconstruction via Layer-Wise Training
B Ozturkler, A Sahiner, M Pilanci, S Vasanawala, J Pauly, M Mardani
Proceedings of International Society of Magnetic Resonance in Medicine, 0
1*
Coil sketching for computationally efficient MR iterative reconstruction
JA Oscanoa, F Ong, SS Iyer, Z Li, CM Sandino, B Ozturkler, DB Ennis, ...
Magnetic resonance in medicine 91 (2), 784-802, 2024
2024
Scaling Convex Neural Networks with Burer-Monteiro Factorization
A Sahiner, T Ergen, B Ozturkler, JM Pauly, M Mardani, M Pilanci
International Conference on Learning Representations, 2024
2024
Motion2Recon: A Motion-Robust Semi-Supervised Framework for MR Reconstruction
H Beg, B Gunel, BM Ozturkler, CM Sandino, JM Pauly, S Vasanawala, ...
Proceedings of International Society of Magnetic Resonance in Medicine, 0
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