Giryes Raja

Research output

Research output per year 2011 2018 2019 2020 2021 2022 2023 2025

• 63 Conference contribution
• 62 Article
• 17 Conference article
• 6 Paper
• 11 More
  • 4 Chapter
  • 2 Editorial
  • 2 Letter
  • 1 Comment/debate
  • 1 Review article
  • 1 Other contribution

Research output per year

Research output per year

Search results

• 2025

  TriNeRFLet: A Wavelet Based Triplane NeRF Representation

  Khatib, R. & Giryes, R., 2025, Computer Vision – ECCV 2024 - 18th European Conference, Proceedings. Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T. & Varol, G. (eds.). Springer Science and Business Media Deutschland GmbH, p. 358-374 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15137 LNCS).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
• 2024

  Deep Phase Coded Image Prior

  Shabtay, N., Schwartz, E. & Giryes, R., 2024, 2024 IEEE International Conference on Computational Photography, ICCP 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., (2024 IEEE International Conference on Computational Photography, ICCP 2024 - Proceedings).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

• DINOv2 Based Self Supervised Learning for Few Shot Medical Image Segmentation

  Ayzenberg, L., Giryes, R. & Greenspan, H., 2024, IEEE International Symposium on Biomedical Imaging, ISBI 2024 - Conference Proceedings. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

• ICC: Quantifying Image Caption Concreteness for Multimodal Dataset Curation

  Yanuka, M., Alper, M., Averbuch-Elor, H. & Giryes, R., 2024, 62nd Annual Meeting of the Association for Computational Linguistics, ACL 2024 - Proceedings of the Conference. Ku, L-W., Martins, A. & Srikumar, V. (eds.). Association for Computational Linguistics (ACL), p. 11048-11064 17 p. (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

• Membership Inference Attack Using Self Influence Functions

  Cohen, G. & Giryes, R., 3 Jan 2024, Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024. Institute of Electrical and Electronics Engineers Inc., p. 4880-4889 10 p. (Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Chemical activation 100%
  • Machine learning 81%

• Simple Post-Training Robustness using Test Time Augmentations and Random Forest

  Cohen, G. & Giryes, R., 3 Jan 2024, Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024. Institute of Electrical and Electronics Engineers Inc., p. 3984-3994 11 p. (Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Random forests 100%
  • Deep neural networks 91%
  • Image classification 33%
  • Labels 26%
  • Color 22%
• 2023

  A Diffusion Model Predicts 3D Shapes from 2D Microscopy Images

  Waibel, D. J. E., Roell, E., Rieck, B., Giryes, R. & Marr, C., 2023, 2023 IEEE International Symposium on Biomedical Imaging, ISBI 2023. IEEE Computer Society, (Proceedings - International Symposium on Biomedical Imaging; vol. 2023-April).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Microscopic examination 100%
  • Microscopy 77%
  • Cell Shape 36%
  • Inverse problems 25%
  • Erythrocytes 24%

• Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL Models

  Doveh, S., Arbelle, A., Harary, S., Cascante-Bonilla, P., Alfassy, A., Herzig, R., Kim, D., Giryes, R., Feris, R., Panda, R., Ullman, S. & Karlinsky, L., 2023, Advances in Neural Information Processing Systems: NeurIPS 2023. Vol. 36. p. 76137-76150 14 p. (Advances in Neural Information Processing Systems).

  Weizmann Institute of Science

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Tuning 100%

• Multispectral 3D Masked Autoencoders for Anomaly Detection in Non-Contrast Enhanced Breast MRI

  Lang, D. M., Schwartz, E., Bercea, C. I., Giryes, R. & Schnabel, J. A., 2023, Cancer Prevention Through Early Detection - 2nd International Workshop, CaPTion 2023, Held in Conjunction with MICCAI 2023, Proceedings. Ali, S., van der Sommen, F., van Eijnatten, M., Kolenbrander, I., Papież, B. W. & Jin, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 55-67 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14295 LNCS).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Anomaly Detection 100%
  • Magnetic Resonance Imaging 94%
  • Magnetic resonance 67%
  • Anomaly detection 66%
  • Imaging techniques 49%

• Set-the-Scene: Global-Local Training for Generating Controllable NeRF Scenes

  Cohen-Bar, D., Richardson, E., Metzer, G., Giryes, R. & Cohen-Or, D., 2023, Proceedings - 2023 IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023. Institute of Electrical and Electronics Engineers Inc., p. 2912-2921 10 p. (Proceedings - 2023 IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Refining 100%
  • Lighting 40%
  • Geometry 31%

• Teaching Structured Vision & Language Concepts to Vision & Language Models

  Doveh, S., Arbelle, A., Harary, S., Schwartz, E., Herzig, R., Giryes, R., Feris, R., Panda, R., Ullman, S. & Karlinsky, L., 1 Jan 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE Computer Society, p. 2657-2668 12 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).

  Weizmann Institute of Science, Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Teaching 100%
  • Tuning 12%
  • Degradation 11%

• TEXTure: Text-Guided Texturing of 3D Shapes

  Richardson, E., Metzer, G., Alaluf, Y., Giryes, R. & Cohen-Or, D., 23 Jul 2023, Proceedings - SIGGRAPH 2023 Conference Papers. Spencer, S. N. (ed.). 54. (Proceedings - SIGGRAPH 2023 Conference Papers).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Texturing 100%
  • Textures 62%
  • Paint 10%
  • Sampling 6%
  • Semantics 6%
• 2022

  FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion Reconstruction

  Gordon, B., Raab, S., Azov, G., Giryes, R. & Cohen-Or, D., 2022, Computer Vision – ECCV 2022 - 17th European Conference, Proceedings. Avidan, S., Brostow, G., Cissé, M., Farinella, G. M. & Hassner, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 176-196 21 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13693 LNCS).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Camera 100%
  • Human 70%
  • Motion 56%
  • Cameras 55%
  • Bone 21%

• Unsupervised Domain Generalization by Learning a Bridge Across Domains

  Harary, S., Schwartz, E., Arbelle, A., Staar, P., Abu-Hussein, S., Amrani, E., Herzig, R., Alfassy, A., Giryes, R., Kuehne, H., Katabi, D., Saenko, K., Feris, R. & Karlinsky, L., 1 Jan 2022, Proceedings - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2022. IEEE Computer Society, p. 5270-5280 11 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2022-June).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Painting 100%
  • Supervised learning 91%
  • Semantics 58%

• UTILIZING EXCESS RESOURCES IN TRAINING NEURAL NETWORKS

  Henig, A. & Giryes, R., 2022, 2022 IEEE International Conference on Image Processing, ICIP 2022 - Proceedings. p. 1941-1945 5 p. (Proceedings - International Conference on Image Processing, ICIP).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Neural networks 100%
  • Supervised learning 34%
  • Network performance 31%
  • Network architecture 30%
  • Computational complexity 26%
• 2021

  A lensless polarization camera

  Elmalem, S. & Giryes, R., 2021, Computational Optical Sensing and Imaging, COSI 2021. The Optical Society, CTh7A.1. (Optics InfoBase Conference Papers).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Polarization 100%
  • Cameras 77%
  • Sensors 28%
  • Restoration 26%
  • Imaging techniques 21%

• AN INTERPRETATION OF REGULARIZATION BY DENOISING AND ITS APPLICATION WITH THE BACK-PROJECTED FIDELITY TERM

  Yogev-Ofer, E., Tirer, T. & Giryes, R., 2021, 2021 IEEE International Conference on Image Processing, ICIP 2021 - Proceedings. IEEE Computer Society, p. 1649-1653 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2021-September).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Image denoising 100%
  • Cost functions 78%
  • Recovery 57%
  • Engines 54%

• Best Buddies Registration for Point Clouds

  Drory, A., Shomer, T., Avidan, S. & Giryes, R., 2021, Computer Vision – ACCV 2020 - 15th Asian Conference on Computer Vision, 2020, Revised Selected Papers. Ishikawa, H., Liu, C-L., Pajdla, T. & Shi, J. (eds.). Springer Science and Business Media Deutschland GmbH, p. 314-329 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12622 LNCS).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Point Cloud 100%
  • Registration 92%
  • Loss Function 58%
  • Similarity Measure 34%
  • Outlier 27%

• BP-DIP: A backprojection based deep image prior

  Zukerman, J., Tirer, T. & Giryes, R., 24 Jan 2021, 28th European Signal Processing Conference, EUSIPCO 2020 - Proceedings. p. 675-679 5 p. 9287540. (European Signal Processing Conference; vol. 2021-January).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Image reconstruction 100%
  • Convolutional neural networks 88%
  • Deep learning 86%
  • Deep neural networks 46%
  • Network architecture 45%

• DeepBBS: Deep Best Buddies for Point Cloud Registration

  Hezroni, I., Drory, A., Giryes, R. & Avidan, S., 2021, Proceedings - 2021 International Conference on 3D Vision, 3DV 2021. Institute of Electrical and Electronics Engineers Inc., p. 342-351 10 p. (Proceedings - 2021 International Conference on 3D Vision, 3DV 2021).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Deep learning 100%
  • Experiments 39%

• Detector-Free Weakly Supervised Grounding by Separation

  Arbelle, A., Doveh, S., Alfassy, A., Shtok, J., Lev, G., Schwartz, E., Kuehne, H., Levi, H. B., Sattigeri, P., Panda, R., Chen, C. F., Bronstein, A., Saenko, K., Ullman, S., Giryes, R., Feris, R. & Karlinsky, L., 1 Jan 2021, Proceedings - 2021 IEEE/CVF International Conference on Computer Vision, ICCV 2021. p. 1781-1792 12 p. (Proceedings of the IEEE International Conference on Computer Vision).

  Tel Aviv University, Technion - Israel Institute of Technology, Weizmann Institute of Science

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Electric grounding 100%
  • Detectors 73%
  • Genomics 13%
  • Chemical analysis 8%

• Fine-grained Angular Contrastive Learning with Coarse Labels

  Bukchin, G., Schwartz, E., Saenko, K., Shahar, O., Feris, R., Giryes, R. & Karlinsky, L., 2021, Proceedings - 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2021. IEEE Computer Society, p. 8726-8736 11 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Labels 100%
  • Animals 56%

• SAPE: Spatially-Adaptive Progressive Encoding for Neural Optimization

  Hertz, A., Perel, O., Giryes, R., Sorkine-Hornung, O. & Cohen-Or, D., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, MA., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). p. 8820-8832 13 p. (Advances in Neural Information Processing Systems; vol. 11).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Multilayer neural networks 100%
  • Frequency bands 43%
  • Feedback 30%

• Style encoding for class-specific image generation

  Cohen Hochberg, D., Giryes, R. & Greenspan, H., 2021, Medical Imaging 2021: Image Processing. Isgum, I. & Landman, B. A. (eds.). 1159631. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11596).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Deep Learning 100%
  • coding 67%
  • Deep learning 64%
  • Learning algorithms 60%
  • coders 44%

• Taco-VC: A single speaker tacotron based voice conversion with limited data

  Levy-Leshem, R. & Giryes, R., 24 Jan 2021, 28th European Signal Processing Conference, EUSIPCO 2020 - Proceedings. p. 391-395 5 p. 9287448. (European Signal Processing Conference; vol. 2021-January).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Speech enhancement 100%
  • Speech analysis 94%
• 2020

  Compressed quasi-distributed dynamic strain sensing

  Shiloh, L., Giryes, R. & Eyal, A., 2020, Optical Fiber Sensors, OFS 2020. Optica Publishing Group (formerly OSA), T3.16. (Optics InfoBase Conference Papers).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Compressed sensing 100%
  • Strain 61%

• Face Authentication from Grayscale Coded Light Field

  Weitzner, D., Mendlovic, D. & Giryes, R., Oct 2020, 2020 IEEE International Conference on Image Processing, ICIP 2020 - Proceedings. IEEE Computer Society, p. 2611-2615 5 p. 9191048. (Proceedings - International Conference on Image Processing, ICIP; vol. 2020-October).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Authentication 100%
  • Sensors 59%
  • Face recognition 55%
  • Smartphones 54%
  • Imaging techniques 44%

• Image-adaptive gan based reconstruction

  Hussein, S. A., Tirer, T. & Giryes, R., 2020, AAAI 2020 - 34th AAAI Conference on Artificial Intelligence. p. 3121-3129 9 p. (AAAI 2020 - 34th AAAI Conference on Artificial Intelligence).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Compressed sensing 100%
  • Inverse problems 94%
  • Restoration 85%
  • Compliance 76%
  • Imaging techniques 66%

• Low resource sequence tagging using sentence reconstruction

  Perl, T., Chaudhury, S. & Giryes, R., 2020, ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference. p. 2692-2698 7 p. (Proceedings of the Annual Meeting of the Association for Computational Linguistics).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Tagging 100%
  • Transfer learning 89%
  • reconstruction 66%
  • Decoding 43%
  • Resources 35%

• On divergence approximations for unsupervised training of deep denoisers based on Stein's unbiased risk estimator

  Soltanayev, S., Giryes, R., Chun, S. Y. & Eldar, Y. C., 14 May 2020, 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3592-3596 5 p. 9054593. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2020-May).

  Tel Aviv University, Weizmann Institute of Science

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Unsupervised learning 100%
  • Computational efficiency 85%
  • Backpropagation 82%
  • Chemical activation 78%
  • Deep learning 78%

• Separable optimization for joint blind deconvolution and demixing

  Weitzner, D. & Giryes, R., May 2020, 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5989-5993 5 p. 9054464. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2020-May).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Deconvolution 100%
  • Convex optimization 46%
  • Convolution 42%
  • MIMO systems 40%

• Supervised and unsupervised learning of parameterized color enhancement

  Chai, Y., Giryes, R. & Wolf, L., Mar 2020, Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020. p. 981-989 9 p. 9093321. (Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Unsupervised learning 100%
  • Supervised learning 92%
  • Color 62%
  • Image enhancement 49%
  • Convolutional neural networks 39%

• TAFSSL: Task-Adaptive Feature Sub-Space Learning for Few-Shot Classification

  Lichtenstein, M., Sattigeri, P., Feris, R., Giryes, R. & Karlinsky, L., 2020, Computer Vision – ECCV 2020 - 16th European Conference, 2020, Proceedings. Vedaldi, A., Bischof, H., Brox, T. & Frahm, J-M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 522-539 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12352 LNCS).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Learning 100%
  • Training 77%
  • Subspace 77%
  • Sampling 77%
  • Performance 43%
• 2019

  Blind visual motif removal from a single image

  Hertz, A., Fogel, S., Hanocka, R., Giryes, R. & Cohen-Or, D., Jun 2019, Proceedings - 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2019. IEEE Computer Society, p. 6851-6860 10 p. 8953189. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2019-June).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Deep learning 100%
  • Pixels 84%
  • Geometry 67%

• Deep radar detector

  Brodeski, D., Bilik, I. & Giryes, R., 1 Apr 2019, 2019 IEEE Radar Conference, RadarConf 2019. 8835792. (2019 IEEE Radar Conference, RadarConf 2019).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • radar 100%
  • Radar 75%
  • Detectors 72%
  • detectors 51%
  • learning 50%

• Lautum regularization for semi-supervised transfer learning

  Jakubovitz, D., Rodrigues, M. R. D. & Giryes, R., Oct 2019, Proceedings - 2019 International Conference on Computer Vision Workshop, ICCVW 2019. Institute of Electrical and Electronics Engineers Inc., p. 763-767 5 p. 9022069. (Proceedings - 2019 International Conference on Computer Vision Workshop, ICCVW 2019).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Transfer learning 100%
  • Deep neural networks 40%
  • Deep learning 18%
  • Experiments 7%

• Repmet: Representative-based metric learning for classification and few-shot object detection

  Karlinsky, L., Shtok, J., Harary, S., Schwartz, E., Aides, A., Feris, R., Giryes, R. & Bronstein, A. M., Jun 2019, Proceedings - 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2019. IEEE Computer Society, p. 5192-5201 10 p. 8953439. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2019-June).

  Tel Aviv University, Technion - Israel Institute of Technology

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Object detection 100%

• Spatio-temporal coded imaging for motion deblurring

  Elmalem, S., Giryes, R. & Marom, E., 2019, Computational Optical Sensing and Imaging, COSI 2019. Optica Publishing Group (formerly OSA), (Optics InfoBase Conference Papers; vol. Part F170-COSI 2019).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Imaging techniques 100%

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

  Shiloh, L., Giryes, R. & Eyal, A., 2019, Seventh European Workshop on Optical Fibre Sensors. Kalli, K., Brambilla, G. & O'Keeffe, S. (eds.). SPIE, 111992F. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11199).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Distributed Sensing 100%
  • Signal Reconstruction 73%
  • Signal reconstruction 63%
  • Sparsity 51%
  • Sensing 45%
• 2018

  An iterative denoising and backwards projections method and its advantages for blind deblurring

  Tirer, T. & Giryes, R., 29 Aug 2018, 2018 IEEE International Conference on Image Processing, ICIP 2018 - Proceedings. IEEE Computer Society, p. 973-977 5 p. 8451723. (Proceedings - International Conference on Image Processing, ICIP).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Tuning 100%

• Deep learned phase mask for single image depth estimation and 3D scanning

  Haim, H., Elmalem, S., Giryes, R., Bronstein, A. M. & Marom, E., 2018, Computational Optical Sensing and Imaging, COSI 2018. Optica Publishing Group (formerly OSA), (Optics InfoBase Conference Papers; vol. Part F99-COSI 2018).

  Tel Aviv University, Technion - Israel Institute of Technology

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Masks 100%
  • Deep learning 94%
  • Scanning 81%
  • Imaging techniques 53%
  • Labeled data 41%

• Deep learning approach for processing fiber-optic DAS seismic data

  Shiloh, L., Eyal, A. & Giryes, R., 2018, Optical Fiber Sensors, OFS 2018. Optica Publishing Group (formerly OSA), (Optics InfoBase Conference Papers; vol. Part F124-OFS 2018).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Fiber optics 100%
  • Deep learning 85%
  • Acoustics 78%
  • Sound Property 68%
  • Fiber 61%

• Fast and accurate reconstruction of compressed color light field

  Nabati, O., Mendlovic, D. & Giryes, R., 29 May 2018, IEEE International Conference on Computational Photography, ICCP 2018. p. 1-11 11 p. (IEEE International Conference on Computational Photography, ICCP 2018).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Lens 100%
  • Depth Map 95%
  • Color 86%
  • Lenses 80%
  • color 74%

• Improving DNN robustness to adversarial attacks using jacobian regularization

  Jakubovitz, D. & Giryes, R., 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Hebert, M., Ferrari, V., Sminchisescu, C. & Weiss, Y. (eds.). p. 525-541 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11216 LNCS).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Speech processing 100%
  • Attack 81%
  • Deep neural networks 77%
  • Regularization 69%
  • Robustness 67%

• Learned Convolutional Sparse Coding

  Sreter, H. & Giryes, R., 10 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2191-2195 5 p. 8462313. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Glossaries 100%
  • Image denoising 60%
  • Backpropagation 48%

• Matching Pursuit Based Convolutional Sparse Coding

  Plaut, E. & Giryes, R., 10 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6847-6851 5 p. 8461543. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Glossaries 100%
  • Learning algorithms 28%

• Quantitative phase maps of live cells classified by transfer learning and generative adversarial network (GAN)

  Rubin, M., Stein, O., Giryes, R., Roitshtain, D. & Shaked, N. T., 1 Jan 2018, Computational Optical Sensing and Imaging, COSI 2018. Optica Publishing Group (formerly OSA), (Optics InfoBase Conference Papers; vol. Part F99-COSI 2018).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

• Task-driven dictionary learning based on convolutional neural network features

  Tirer, T. & Giryes, R., 29 Nov 2018, 2018 26th European Signal Processing Conference, EUSIPCO 2018. p. 1885-1889 5 p. 8553495. (European Signal Processing Conference; vol. 2018-September).

  Tel Aviv University

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Glossaries 100%
  • Convolutional neural networks 94%
  • Image classification 18%
  • Deep learning 15%
  • Data structures 14%

• The Learned Inexact Project Gradient Descent Algorithm

  Giryes, R., Eldar, Y. C., Bronstein, A. M. & Sapiro, G., 10 Sep 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6767-6771 5 p. 8462136. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

  Tel Aviv University, Technion - Israel Institute of Technology

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Steepest descent method 100%
  • Inverse problems 85%
  • Neural networks 48%
• 2017

  Deep class-aware image denoising

  Remez, T., Litany, O., Giryes, R. & Bronstein, A. M., 1 Sep 2017, 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017. Anbarjafari, G., Kivinukk, A. & Tamberg, G. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 138-142 5 p. 8024474. (2017 12th International Conference on Sampling Theory and Applications, SampTA 2017).

  Tel Aviv University, Technion - Israel Institute of Technology

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Image Denoising 100%
  • Image denoising 82%
  • Semantics 47%
  • Image enhancement 39%
  • Deep neural networks 34%