Conference Publications (selected)
For the most updated list of publications, please look at google scholar
Simple Post-Training Robustness using Test Time Augmentations and Random Forest
G. Cohen and R. Giryes
IEEE Winter Conference on Applications of Computer Vision (WACV), 2024
Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL Models
Spotlight
S. Doveh, A. Arbelle, S. Harary, A. Alfassy, R. Herzig, D. Kim, R. Giryes, R. Feris, R. Panda, S. Ullman, L. Karlinsky
Advances in Neural Information Processing Systems (NeurIPS)}, 2023.
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
T. Shaharabany, A. Dahan, R. Giryes, L. Wolf
British Machine Vision Conference (BMVC), 2023
Set-the-Scene: Global-Local Training for Generating Controllable NeRF Scenes
D. Cohen-Bar, E. Richardson, G. Metzer, R. Giryes, D. Cohen-Or
ICCV Workshop on AI for 3D Content Creation, 2023
Latent-NeRF for Shape-Guided Generation of 3D Shapes and Textures
G. Metzer, E. Richardson, O. Patashnik, R. Giryes, D. Cohen-Or
IEEE conference on computer vision and pattern recognition (CVPR), 2023
Learning Low Dimensional State Spaces with Overparameterized Recurrent Neural Networks
E. Cohen-Karlik, I. Menuhin-Gruman, N. Cohen, R. Giryes, A. Globerson
International Conference on Learning Representations (ICLR), 2023
Utilizing Excess Resources in Training Neural Networks
A. Henig and R. Giryes
IEEE international conference on image processing (ICIP), 2022
Unsupervised Domain Generalization by Learning a Bridge Across Domains
S. Harary, E. Schwartz, A. Arbelle, P. Staar, S. Abu-Hussein, E. Amrani, R. Herzig, A. Alfassy, R. Giryes, H. Kuehne, D. Katabi, K. Saenko, R. Feris, L. Karlinsky
IEEE conference on computer vision and pattern recognition (CVPR), 2022
A Spectral Perspective of DNN Robustness to Label Noise
O. Bar, A. Drory and R. Giryes
International Conference on
Artificial Intelligence and Statistics (AISTATS), 2022
SAPE: Spatially-Adaptive Progressive Encoding for Neural Optimization
A. Hertz, O. Perel, R. Giryes, O. Sorkine-Hornung, D. Cohen-Or
Advances in Neural Information Processing Systems (NeurIPS), 2021.
Extending the Vocabulary of Fictional Languages using Neural Networks
T. Zacharias, A. Taklikar and R. Giryes
NeurIPS Workshop on Machine Learning for Creativity and Design, 2021
An Interpretation of Regularization by Denoising and its Application with the Back-Projected Fidelity Term
E. Yogev-Ofer, T. Tirer and R. Giryes
International Conference on Image Processing (ICIP), 2021
Fine-grained Angular Contrastive Learning with Coarse Labels
G. Bukchin, E. Schwartz, K. Saenko, O. Shahar, R. Feris, R. Giryes, L. Karlinsky
IEEE conference on computer vision and pattern recognition (CVPR), 2021
Stress-Testing Point Cloud Registration on Automotive LiDAR
A. Drory, R. Giryes, S. Avidan
NeurIPS Machine Learning for Autonomous Driving Workshop, 2022
Face Authentication from Grayscale Coded Light Field
D. Weitzner, D. Mendelovic and R. Giryes
Intl. conference on image processing (ICIP), 2020.
Deep Sparse Light Field Refocusing
Oral
S. Ben Dayan, D. Mendelovic and R. Giryes
British Machine Vision Conference (BMVC), 2020.
TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classification
M. Lichtenstein, P. Sattigeri, R. Feris, R. Giryes, L. Karlinsky
European Conference on Computer Vision (ECCV), 2020.
BP-DIP: A backprojection based deep image prior
J. Zukerman, T. Tirer and R. Giryes
European Signal Processing Conference (EUSIPCO), 2020, Amsterdam, Netherlands.
PointGMM: a Neural GMM Network for Point Clouds
A. Hertz, R. Hanocka, R. Giryes and D. Cohen-Or
IEEE conference on computer vision and pattern recognition (CVPR), 2020
Correction Filter for Single Image Super-Resolution: Robustifying Off-the-Shelf Deep Super-Resolvers
Oral and Paper Award Nominee
S. Abu Hussein, T. Tirer and R. Giryes
IEEE conference on computer vision and pattern recognition (CVPR), 2020
On Divergence Approximations for Unsupervised Training of Deep Denoisers Based on Stein’s Unbiased Risk Estimator
S. Soltanayev, R. Giryes, S. Y. Chun and Y. C. Eldar
Intl. Conf. Acoustics Speech and Signal Processing (ICASSP), 2020, Barcelona, Spain.
Supervised and Unsupervised Learning of Parameterized Color Enhancement
Y. Chai, R. Giryes and L. Wolf
IEEE Winter Conference on Applications of Computer Vision (WACV), 2020.
Utilizing the sparsity of quasi-distributed sensing systems for sub-Nyquist signal reconstruction
L. Shiloh, R. Giryes and A. Eyal
European Workshop on Optical Fibre Sensors, 2019
LaSO: Label-Set Operations networks for multi-label few-shot learning
Oral
A. Alfassy, L. Karlinsky, A. Aides, J. Shtok, S. Harary, R. Feris, R. Giryes and A. M. Bronstein
IEEE conference on computer vision and pattern recognition (CVPR), 2019.
Deep Radar Detector
D. Brodeski, I. Bilik and R. Giryes
IEEE Radar Conference (RadarConf), 2019.
Membership Inference Attack Using Self Influence Functions
G. Cohen and R. Giryes
IEEE Winter Conference on Applications of Computer Vision (WACV), 2024.
Neural (Tangent Kernel) Collapse
M. Seleznova, D. Weitzner, R. Giryes, G. Kutyniok, H. H. Chou
Advances in Neural Information Processing Systems (NeurIPS), 2023.
Group Orthogonalization Regularization For Vision Models Adaptation and Robustness
Oral
Y. Kurtz, N. Bar, R. Giryes
British Machine Vision Conference (BMVC) 2023
TEXTure: Text-Guided Texturing of 3D Shapes
E. Richardson, G. Metzer, Y. Alaluf, R. Giryes, D. Cohen-Or
SIGGRAPH Conference Proceedings, 2023
Teaching Structured Vision and Language Concepts to Vision and Language Models
S. Doveh, A. Arbelle, S. Harary, R. Panda, R. Herzig, E. Schwartz, D. Kim, R. Giryes, R. Feris, S. Ullman, L. Karlinsky
IEEE conference on computer vision and pattern recognition (CVPR), 2023
A Diffusion Model Predicts 3D Shapes from 2D Microscopy Images
D. J. E. Waibel, E. Röell, B. Rieck, R. Giryes, C. Marr
IEEE International Symposium on Biomedical Imaging (ISBI), 2023
FLEX: Extrinsic Parameter-free Multi-view 3D Human Motion Reconstruction
B. Gordon, S. Raab, G. Azov, R. Giryes, D. Cohen-Or
European Conference on Computer Vision (ECCV), 2022
NeuralMLS: Geometry-Aware Control Point Deformation
M. Shechter, R. Hanocka, G. Metzer, R. Giryes, and D. Cohen-Or
Eurographics Short Paper, 2022
Image Restoration by Deep Projected GSURE
S. Abu-Hussein, T. Tirer, S. Y. Chun, Y. C. Eldar and R. Giryes
Winter Conference on Applications of Computer Vision (WACV), 2022
DeepBBS: Deep Best Buddies for Point Cloud Registration
I. Hezroni, A. Drory, R. Giryes, S. Avidan
International conference on 3D vision (3DV), 2021
Detector-Free Weakly Supervised Grounding by Separation
A. Arbelle, S. Doveh, A. Alfassy, J. Shtok, G. Lev, E. Schwartz, H. Kuehne, H. Barak Levi, P. Sattigeri, R. Panda, C.-F. Chen, A. Bronstein, K. Saenko, S. Ullman, R. Giryes, R. Feris, L. Karlinsky
International Conference on Computer Vision (ICCV), 2021
Kernel-Based Smoothness Analysis of Residual Networks
T. Tirer, J. Bruna and R. Giryes
Mathematical and Scientific Machine Learning (MSML)}, 2021
StarNet: towards Weakly Supervised Few-Shot Object Detection
L. Karlinsky, J. Shtok, A. Alfassy, M. Lichtenstein, S. Harary, E. Schwartz, S. Doveh, P. Sattigeri, R. Feris, A. Bronstein, R. Giryes
AAAI, 2021
Best Buddies Registration for Point Clouds
A. Drory, T. Shomer, S. Avidan and R. Giryes
Asian Conference on Computer Vision (ACCV), 2020.
An ETF view of Dropout regularization
D. Bank, R. Giryes
British Machine Vision Conference (BMVC), 2020
The Resistance to Label Noise in K-NN and DNN Depends on its Concentration
A. Drory, O. Ratzon, S. Avidan and R. Giryes
British Machine Vision Conference (BMVC), 2020.
Taco-VC: A Single Speaker Tacotron based Voice Conversion with Limited Data
R. Levy-Leshem and R. Giryes
European Signal Processing Conference (EUSIPCO), 2020, Amsterdam, Netherlands.
Low Resource Sequence Tagging using Sentence Reconstruction
T. Perl, S. Chaudhury and R. Giryes
Annual Meeting of the Association for Computational Linguistics (ACL), 2020.
Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors
G. Cohen, G. Sapiro and R. Giryes
IEEE conference on computer vision and pattern recognition (CVPR), 2020
Separable Optimization for Joint Blind Deconvolution and Demixing
D. Weitzner and R. Giryes
Intl. Conf. Acoustics Speech and Signal Processing (ICASSP), 2020, Barcelona, Spain.
ASAP: Architecture Search, Anneal and Prune International Conference on
A. Noy, N. Nayman, T. Ridnik, N. Zamir, S. Doveh, I. Friedman, R. Giryes, L. Zelnik
Artificial Intelligence and Statistics (AISTATS) , 2020.
Image-Adaptive GAN based Reconstruction
S. Abu Hussein, T. Tirer and R. Giryes
AAAI, 2020
RepMet: Representative-based metric learning for classification and one-shot object detection
E. Schwartz, L. Karlinsky, J. Shtok, S. Harary, M. Marder, R. Feris, A. Kumar, S. Pankanti, R. Giryes and A. M. Bronstein
IEEE conference on computer vision and pattern recognition (CVPR), 2019.
Blind Visual Motif Removal from a Single Image
Oral
A. Hertz, S. Fogel, R. Hanocka, R. Giryes and D. Cohen-Or
IEEE conference on computer vision and pattern recognition (CVPR), 2019
Delta-encoder an effective sample synthesis method for few-shot object recognition
Spotlight
E. Schwartz, L. Karlinsky, J. Shtok, S. Harary, M. Marder, R. Feris, A. Kumar, R. Giryes and A. M Bronstein
Advances in Neural Information Processing Systems (NeurIPS), 2018, Montréal, Canada.