from SPArsity to DEep learning

Project Information

SPADE

Grant agreement ID: 757497

DOI

10.3030/757497

Project closed

EC signature date 23 August 2017

Start date 1 October 2017

End date 30 September 2023

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 499 375,00

EU contribution

€ 1 499 375,00

Coordinated by

TEL AVIV UNIVERSITY
Israel

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (30)

Group Orthogonalization Regularization for Vision Models Adaptation and Robustness

Author(s): Yoav Kurtz, Noga Bar, Raja Giryes
Published in: The 34th British Machine Vision Conference Proceedings, 2023
Publisher: British Machine Vision Association

An ETF view of Dropout regularization

Author(s): Dor Bank, Raja Giryes
Published in: The 31st British Machine Vision Conference, Issue 7th - 10th September 2020, 2020
Publisher: British Machine Vision Association (BMVA)

TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classification

Author(s): Moshe Lichtenstein, Prasanna Sattigeri, Rogerio Feris, Raja Giryes, Leonid Karlinsky
Published in: European Conference on Computer Vision, 2020, ISBN 978-3-030-58571-6
Publisher: Springer, Cham
DOI: 10.1007/978-3-030-58571-6

Image Restoration by Deep Projected GSURE

Author(s): Shady Abu-Hussein, Tom Tirer, Se Young Chun, Yonina C. Eldar, Raja Giryes
Published in: IEEE/CVF Winter Conference on Applications of Computer Vision, 2022, ISBN 978-1-6654-0915-5
Publisher: IEEE
DOI: 10.1109/wacv51458.2022.00017

Latent-NeRF for Shape-Guided Generation of 3D Shapes and Textures

Author(s): Gal Metzer; Elad Richardson; Or Patashnik; Raja Giryes; Daniel Cohen-Or
Published in: IEEE conference on computer vision and pattern recognition (CVPR), 2023
Publisher: IEEE
DOI: 10.1109/cvpr52729.2023.01218

TEXTure: Text-Guided Texturing of 3D Shapes

Author(s): Elad Richardson; Gal Metzer; Yuval Alaluf; Raja Giryes; Daniel Cohen-Or
Published in: SIGGRAPH '23: ACM SIGGRAPH 2023 Conference Proceedings, 2023
Publisher: ACM
DOI: 10.1145/3588432.3591503

Utilizing the sparsity of quasi-distributed sensing systems for sub-Nyquist signal reconstruction

Author(s): Lihi A. Shiloh Perl, Raja Giryes, Avishay Eyal
Published in: Seventh European Workshop on Optical Fibre Sensors, 2019, Page(s) 119, ISBN 9781510631243
Publisher: SPIE
DOI: 10.1117/12.2541252

Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors

Author(s): Gilad Cohen, Guillermo Sapiro, Raja Giryes
Published in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, Page(s) 14441-14450, ISBN 978-1-7281-7168-5
Publisher: IEEE
DOI: 10.1109/cvpr42600.2020.01446

PointGMM: A Neural GMM Network for Point Clouds

Author(s): Amir Hertz, Rana Hanocka, Raja Giryes, Daniel Cohen-Or
Published in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, Page(s) 12051-12060, ISBN 978-1-7281-7168-5
Publisher: IEEE
DOI: 10.1109/cvpr42600.2020.01207

Kernel-Based Smoothness Analysis of Residual Networks

Author(s): Tirer, Tom; Bruna, Joan; Giryes, Raja
Published in: Annual Conference on Mathematical and Scientific Machine Learning, Issue 5, 2021
Publisher: Proceedings of Machine Learning Research

Teaching Structured Vision&Language Concepts to Vision&Language Models

Author(s): Doveh, Sivan; Arbelle, Assaf; Harary, Sivan; Panda, Rameswar; Herzig, Roei; Schwartz, Eli; Kim, Donghyun; Giryes, Raja; Feris, Rogerio; Ullman, Shimon; Karlinsky, Leonid
Published in: IEEE conference on computer vision and pattern recognition (CVPR), 2023
Publisher: IEEE
DOI: 10.1109/cvpr52729.2023.00261

Utilizing Excess Resources in Training Neural Networks

Author(s): Amit Henig; Raja Giryes
Published in: IEEE International Conference on Image Processing (ICIP), 2022, ISBN 978-1-6654-9620-9
Publisher: IEEE
DOI: 10.1109/icip46576.2022.9897994

Best Buddies Registration for Point Clouds

Author(s): Drory, Amnon; Shomer, Tal; Avidan, Shai; Giryes, Raja
Published in: Asian Conference on Computer Vision, Issue 5, 2021, ISBN 978-3-030-69524-8
Publisher: Springer, Cham
DOI: 10.1007/978-3-030-69525-5_19

SAPE: Spatially-Adaptive Progressive Encoding for Neural Optimization

Author(s): Amir Hertz, Or Perel, Raja Giryes, Olga Sorkine-hornung, Daniel Cohen-or
Published in: Advances in Neural Information Processing Systems, 2021
Publisher: NeurIPS Proceedings

Unsupervised Domain Generalization by Learning a Bridge Across Domains

Author(s): Sivan Harary; Eli Schwartz; Assaf Arbelle; Peter Staar; Shady Abu-Hussein; Elad Amrani; Roei Herzig; Amit Alfassy; Raja Giryes; Hilde Kuehne; Dina Katabi; Kate Saenko; Rogerio Feris; Leonid Karlinsky
Published in: IEEE conference on computer vision and pattern recognition (CVPR), 2022, ISBN 978-1-6654-6946-3
Publisher: IEEE
DOI: 10.1109/cvpr52688.2022.00521

Detector-Free Weakly Supervised Grounding by Separation

Author(s): Assaf Arbelle, Sivan Doveh, Amit Alfassy, Joseph Shtok, Guy Lev, Eli Schwartz, Hilde Kuehne, Hila Barak Levi, Prasanna Sattigeri, Rameswar Panda, Chun-Fu (Richard) Chen, Alex Bronstein, Kate Saenko, Shimon Ullman, Raja Giryes, Rogerio Feris, Leonid Karlinsky
Published in: International Conference on Computer Vision (ICCV), 2021, ISBN 978-1-6654-2812-5
Publisher: IEEE
DOI: 10.1109/iccv48922.2021.00182

A Spectral Perspective of DNN Robustness to Label Noise

Author(s): Oshrat Bar, Amnon Drory, Raja Giryes
Published in: Proceedings of The 25th International Conference on Artificial Intelligence and Statistics, 2022
Publisher: PMLR

Delta-encoder: an effective sample synthesis method for few-shot object recognition

Author(s): Eli Schwartz, Leonid Karlinsky, Joseph Shtok, Sivan Harary, Mattias Marder, Abhishek Kumar, Rogerio Feris, Raja Giryes, Alex Bronstein
Published in: 2018
Publisher: Curran Associates, Inc.

Learned Convolutional Sparse Coding

Author(s): Hillel Sreter, Raja Giryes
Published in: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018, Page(s) 2191-2195, ISBN 978-1-5386-4658-8
Publisher: IEEE
DOI: 10.1109/icassp.2018.8462313

Task-Driven Dictionary Learning based on Convolutional Neural Network Features

Author(s): Tom Tirer, Raja Giryes
Published in: 2018 26th European Signal Processing Conference (EUSIPCO), 2018, Page(s) 1885-1889, ISBN 978-9-0827-9701-5
Publisher: IEEE
DOI: 10.23919/eusipco.2018.8553495

RepMet: Representative-Based Metric Learning for Classification and Few-Shot Object Detection

Author(s): Leonid Karlinsky, Joseph Shtok, Sivan Harary, Eli Schwartz, Amit Aides, Rogerio Feris, Raja Giryes, Alex M. Bronstein
Published in: 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, Page(s) 5192-5201, ISBN 978-1-7281-3293-8
Publisher: IEEE
DOI: 10.1109/cvpr.2019.00534

LaSO: Label-Set Operations Networks for Multi-Label Few-Shot Learning

Author(s): Amit Alfassy, Leonid Karlinsky, Amit Aides, Joseph Shtok, Sivan Harary, Rogerio Feris, Raja Giryes, Alex M. Bronstein
Published in: 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019, Page(s) 6541-6550, ISBN 978-1-7281-3293-8
Publisher: IEEE
DOI: 10.1109/cvpr.2019.00671

Deep Radar Detector

Author(s): Daniel Brodeski, Igal Bilik, Raja Giryes
Published in: 2019 IEEE Radar Conference (RadarConf), 2019, Page(s) 1-6, ISBN 978-1-7281-1679-2
Publisher: IEEE
DOI: 10.1109/radar.2019.8835792

Supervised and Unsupervised Learning of Parameterized Color Enhancement

Author(s): Yoav Chai, Raja Giryes, Lior Wolf
Published in: 2020 IEEE Winter Conference on Applications of Computer Vision (WACV), 2020, Page(s) 981-989, ISBN 978-1-7281-6553-0
Publisher: IEEE
DOI: 10.1109/wacv45572.2020.9093321

Neural (Tangent Kernel) Collapse

Author(s): Seleznova, Mariia; Weitzner, Dana; Giryes, Raja; Kutyniok, Gitta; Chou, Hung-Hsu
Published in: Thirty-seventh Conference on Neural Information Processing Systems, 2023
Publisher: ACM
DOI: 10.48550/arxiv.2305.16427

Correction Filter for Single Image Super-Resolution: Robustifying Off-the-Shelf Deep Super-Resolvers

Author(s): Shady Abu Hussein, Tom Tirer, Raja Giryes
Published in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, Page(s) 1425-1434, ISBN 978-1-7281-7168-5
Publisher: IEEE
DOI: 10.1109/cvpr42600.2020.00150

Fine-grained Angular Contrastive Learning with Coarse Labels

Author(s): Bukchin, Guy; Schwartz, Eli; Saenko, Kate; Shahar, Ori; Feris, Rogerio; Giryes, Raja; Karlinsky, Leonid
Published in: Conference on Computer Vision and Pattern Recognition, 2021, ISBN 978-1-6654-4509-2
Publisher: IEEE
DOI: 10.1109/cvpr46437.2021.00862

An Interpretation Of Regularization By Denoising And Its Application With The Back-Projected Fidelity Term

Author(s): Einav Yogev-Ofer; Tom Tirer; Raja Giryes
Published in: IEEE International Conference on Image Processing (ICIP), Issue 5, 2021, ISBN 978-1-6654-3102-6
Publisher: IEEE
DOI: 10.1109/icip42928.2021.9506499

BP-DIP: A Backprojection based Deep Image Prior

Author(s): Jenny Zukerman, Tom Tirer, Raja Giryes
Published in: 2020 28th European Signal Processing Conference (EUSIPCO), 2021, Page(s) 675-679, ISBN 978-9-0827-9705-3
Publisher: IEEE
DOI: 10.23919/eusipco47968.2020.9287540

StarNet: towards Weakly Supervised Few-Shot Object Detection

Author(s): Leonid Karlinsky, Joseph Shtok, Amit Alfassy, Moshe Lichtenstein, Sivan Harary, Eli Schwartz, Sivan Doveh, Prasanna Sattigeri, Rogerio Feris, Alex Bronstein, Raja Giryes
Published in: AAAI Conference on Artificial Intelligence, Issue 35, 2021
Publisher: AAAI

Peer reviewed articles (32)

Shallow Transits—Deep Learning. II. Identify Individual Exoplanetary Transits in Red Noise using Deep Learning

Author(s): Elad Dvash; Yam Peleg; Shay Zucker; Raja Giryes
Published in: The Astronomical Journal, 2022, ISSN 0004-6256
Publisher: American Astronomical Society
DOI: 10.3847/1538-3881/ac5ea2

Sparse recovery methodologies for quasi-distributed dynamic strain sensing

Author(s): Lihi Shiloh, Roy Shen-Tzur, Avishay Eyal, Raja Giryes
Published in: Journal of Physics: Photonics, Issue 2/2, 2020, Page(s) 024002, ISSN 2515-7647
Publisher: iopscience
DOI: 10.1088/2515-7647/ab72de

Online Training of Stereo Self-Calibration Using Monocular Depth Estimation

Author(s): Yotam Gil; Shay Elmalem; Harel Haim; Emanuel Marom; Raja Giryes
Published in: IEEE Transactions on Computational Imaging, Issue 1, 2021, ISSN 2333-9403
Publisher: IEEE
DOI: 10.1109/tci.2021.3098927

A function space analysis of finite neural networks with insights from sampling theory

Author(s): Raja Giryes
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, Issue 1, 2022, ISSN 0162-8828
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpami.2022.3155238

A Self Supervised StyleGAN for Image Annotation and Classification with Extremely Limited Labels

Author(s): D. Cohen-Hochberg and H. Greenspan and R. Giryes
Published in: IEEE Transactions on Medical Imaging, 2022, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmi.2022.3187170

Image-Adaptive GAN Based Reconstruction

Author(s): Shady Abu Hussein, Tom Tirer, Raja Giryes
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 34/04, 2020, Page(s) 3121-3129, ISSN 2374-3468
Publisher: AAAI
DOI: 10.1609/aaai.v34i04.5708

On the Relationship Between Universal Adversarial Attacks and Sparse Representations

Author(s): Dana Weitzner, Raja Giryes
Published in: IEEE Open Journal of Signal Processing, 2023, ISSN 2644-1322
Publisher: IEEE
DOI: 10.1109/ojsp.2023.3244486

Orienting point clouds with dipole propagation

Author(s): Gal Metzer; Rana Hanocka; Denis Zorin; Raja Giryes; Daniele Panozzo; Daniel Cohen-Or
Published in: ACM Transactions on Graphics, Issue 4, 2021, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3450626.3459835

On the Convergence Rate of Projected Gradient Descent for a Back-Projection Based Objective

Author(s): Tom Tirer; Raja Giryes
Published in: SIAM Journal on Imaging Sciences (SIIMS), Issue 2, 2021, ISSN 1936-4954
Publisher: Society for Industrial and Applied Mathematics
DOI: 10.1137/21m1407902

Motion deblurring using spatiotemporal phase aperture coding

Author(s): Shay Elmalem, Raja Giryes, Emanuel Marom
Published in: Optica, Issue 7/10, 2020, Page(s) 1332, ISSN 2334-2536
Publisher: OSA
DOI: 10.1364/optica.399533

Video reconstruction from a single motion blurred image using learned dynamic phase coding

Author(s): Erez Yosef; Shay Elmalem; Raja Giryes
Published in: Scientific Reports, 2023, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-023-40297-0

Separable Joint Blind Deconvolution and Demixing

Author(s): Dana Weitzner; Raja Giryes
Published in: IEEE Journal of Selected Topics in Signal Processing, Issue 5, 2021, ISSN 1932-4553
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstsp.2021.3057238

Efficient Processing of Distributed Acoustic Sensing Data Using a Deep Learning Approach

Author(s): Lihi Shiloh, Avishay Eyal, Raja Giryes
Published in: Journal of Lightwave Technology, Issue 37/18, 2019, Page(s) 4755-4762, ISSN 0733-8724
Publisher: Optical Society of America
DOI: 10.1109/jlt.2019.2919713

Point2Mesh

Author(s): Rana Hanocka, Gal Metzer, Raja Giryes, Daniel Cohen-Or
Published in: ACM Transactions on Graphics, Issue 39/4, 2020, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3386569.3392415

Fiber-optic distributed seismic sensing data generator and its application for training classification nets

Author(s): Lihi Shiloh, Ariel Lellouch, Raja Giryes, Avishay Eyal
Published in: Optics Letters, Issue 45/7, 2020, Page(s) 1834, ISSN 0146-9592
Publisher: Optical Society of America
DOI: 10.1364/ol.386352

Self-Sampling for Neural Point Cloud Consolidation

Author(s): Gal Metzer, Rana Hanocka, Raja Giryes, Daniel Cohen-Or
Published in: ACM Transactions on Graphics, Issue 40, 2021, Page(s) 1-14, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3470645

Generalizing CoSaMP to signals from a union of low dimensional linear subspaces

Author(s): Tom Tirer, Raja Giryes
Published in: Applied and Computational Harmonic Analysis, Issue 49/1, 2020, Page(s) 99-122, ISSN 1063-5203
Publisher: Academic Press
DOI: 10.1016/j.acha.2018.11.005

A Greedy Approach to $\ell_{0,\infty}$-Based Convolutional Sparse Coding

Author(s): Elad Plaut, Raja Giryes
Published in: SIAM Journal on Imaging Sciences, Issue 12/1, 2019, Page(s) 186-210, ISSN 1936-4954
Publisher: Society for Industrial and Applied Mathematics
DOI: 10.1137/18m1165116

ALIGNet

Author(s): Rana Hanocka, Noa Fish, Zhenhua Wang, Raja Giryes, Shachar Fleishman, Daniel Cohen-Or
Published in: ACM Transactions on Graphics, Issue 38/1, 2019, Page(s) 1-14, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3267347

Tradeoffs Between Convergence Speed and Reconstruction Accuracy in Inverse Problems

Author(s): Raja Giryes, Yonina C. Eldar, Alex M. Bronstein, Guillermo Sapiro
Published in: IEEE Transactions on Signal Processing, Issue 66/7, 2018, Page(s) 1676-1690, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2018.2791945

Depth Estimation From a Single Image Using Deep Learned Phase Coded Mask

Author(s): Harel Haim, Shay Elmalem, Raja Giryes, Alex M. Bronstein, Emanuel Marom
Published in: IEEE Transactions on Computational Imaging, Issue 4/3, 2018, Page(s) 298-310, ISSN 2333-9403
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tci.2018.2849326

Class-Aware Fully Convolutional Gaussian and Poisson Denoising

Author(s): Tal Remez, Or Litany, Raja Giryes, Alex M. Bronstein
Published in: IEEE Transactions on Image Processing, Issue 27/11, 2018, Page(s) 5707-5722, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2018.2859044

DeepISP: Toward Learning an End-to-End Image Processing Pipeline

Author(s): Eli Schwartz, Raja Giryes, Alex M. Bronstein
Published in: IEEE Transactions on Image Processing, Issue 28/2, 2019, Page(s) 912-923, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2018.2872858

Image Restoration by Iterative Denoising and Backward Projections

Author(s): Tom Tirer, Raja Giryes
Published in: IEEE Transactions on Image Processing, Issue 28/3, 2019, Page(s) 1220-1234, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2018.2875569

Learned phase coded aperture for the benefit of depth of field extension

Author(s): Shay Elmalem, Raja Giryes, Emanuel Marom
Published in: Optics Express, Issue 26/12, 2018, Page(s) 15316, ISSN 1094-4087
Publisher: Optical Society of America
DOI: 10.1364/oe.26.015316

Shallow Transits—Deep Learning. I. Feasibility Study of Deep Learning to Detect Periodic Transits of Exoplanets

Author(s): Shay Zucker, Raja Giryes
Published in: The Astronomical Journal, Issue 155/4, 2018, Page(s) 147, ISSN 1538-3881
Publisher: The American Astronomical Society
DOI: 10.3847/1538-3881/aaae05

Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal Learning

Author(s): Tom Tirer, Raja Giryes
Published in: IEEE Signal Processing Letters, Issue 26/7, 2019, Page(s) 1080-1084, ISSN 1070-9908
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2019.2920250

Efficient Least Residual Greedy Algorithms for Sparse Recovery

Author(s): Guy Leibovitz, Raja Giryes
Published in: IEEE Transactions on Signal Processing, 2020, Page(s) 1-1, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2020.2988427

Back-Projection Based Fidelity Term for Ill-Posed Linear Inverse Problems

Author(s): Tom Tirer, Raja Giryes
Published in: IEEE Transactions on Image Processing, Issue 29, 2020, Page(s) 6164-6179, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2020.2988779

MeshCNN

Author(s): Rana Hanocka, Amir Hertz, Noa Fish, Raja Giryes, Shachar Fleishman, Daniel Cohen-Or
Published in: ACM Transactions on Graphics, Issue 38/4, 2019, Page(s) 1-12, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3306346.3322959

Deep geometric texture synthesis

Author(s): Amir Hertz, Rana Hanocka, Raja Giryes, Daniel Cohen-Or
Published in: ACM Transactions on Graphics, Issue 39/4, 2020, ISSN 0730-0301
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3386569.3392471

ISP Distillation

Author(s): Eli Schwartz; Alex M. Bronstein; Raja Giryes
Published in: IEEE open journal of signal processing, 2023, ISSN 2644-1322
Publisher: IEEE
DOI: 10.1109/ojsp.2023.3239819

Book chapters (1)

Improving DNN Robustness to Adversarial Attacks Using Jacobian Regularization

Author(s): Daniel Jakubovitz, Raja Giryes
Published in: Computer Vision – ECCV 2018 - 15th European Conference, Munich, Germany, September 8–14, 2018, Proceedings, Part XII, Issue 11216, 2018, Page(s) 525-541, ISBN 978-3-030-01257-1
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-01258-8_32

Intellectual Property Rights

Patent (1)

METHOD AND SYSTEM FOR IMAGING AND IMAGE PROCESSING

Application/Publication number: 20 19050582
Date: 2019-05-22
Applicant(s): TEL AVIV UNIVERSITY