Publications

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  • T. Bekor, N. Nayman, L. Zelnik-Manor, FreeAugment: Data Augmentation Search Across All Degrees of Freedom, ECCV’2024, (Project page)
  • N. Nayman, A. Golbert, A. Noy, L. Zelnik-Manor, Diverse Imagenet Models Transfer Better, WACV’2024, (Arxiv Paper)
  • Y. Herbst, A. Wolf, L. Zelnik-Manor, HUGO, a High-Resolution Tactile Emulator for Complex Surfaces CHI’2023, (Paper, Extended abstract, Youtube)
  • T. Glaser, E. Ben Baruch, G. Sharir, N. Zamir, A. Noy, L. Zelnik-Manor, PETA: Photo Albums Event Recognition using Transformers Attention ICPR’2022 (arxiv)
  • N. Nayman, Y. Aflalo, A. Noy, L. Zelnik-Manor, BINAS: Bilinear Interpretable Neural Architecture Search ACML’2022, (arxiv)
  • E. Ben-Baruch, T. Ridnik, I. Friedman, A. Ben-Cohen, N. Zamir, A. Noy, L. Zelnik-Manor Multi-label Classification with Partial Annotations using Class-aware Selective Loss, CVPR’2022 (arxiv, github)
  • T. Ridnik, E. Ben-Baruch, A. Noy, L. Zelnik-Manor ImageNet-21K Pretraining for the Masses, NeurIPS’2021 (Datasets and Benchmarks Track). (arxiv, github)
  • A. Ben-Cohen, N. Zamir, E. Ben Baruch, I. Friedman, L. Zelnik-Manor Semantic Diversity Learning for Zero-Shot Multi-label Classification, ICCV’2021 (oral). (arxiv, github)
  • E. Ben-Baruch, T. Ridnik, N. Zamir, A. Noy, I. Friedman, M. Protter, L. Zelnik-Manor Asymmetric Loss For Multi-Label Classification, ICCV’2021. (arxiv, github)
  • N. Nayman, Y. Aflalo, A. Noy, L. Zelnik-Manor HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search, ICML’2021. (arxiv, github)
  • G. Sharir, A. Noy, L. Zelnik-Manor An Image is Worth 16×16 Words, What is a Video Worth?, Arxiv. (arxiv, github)
  • A. Noy, Y. Xu, Y. Aflalo, L. Zelnik-Manor, R. Jin A Convergence Theory Towards Practical Over-parameterized Deep Neural Networks, Arxiv. (arxiv)
  • Y. Herbst, L. Zelnik-Manor, A. Wolf, Analysis of subject specific grasping patterns, PLoS ONE 15(7) (PLoS paper, Dataset)
  • Y. Aflalo, A. Noy, M. Lin, I. Friedman, L. Zelnik-Manor, Knapsack Pruning with Inner Distillation, Arxiv. (arxiv, github)
  • A. Markovitz, G. Sharir, I. Friedman, L. Zelnik-Manor, S. Avidan, Graph Embedded Pose Clustering for Anomaly Detection, CVPR’2020. (arxiv)
  • H. Lawen, A. Ben-Cohen, M. Protter, I. Friedman, L. Zelnik-Manor, Attention Network Robustification for Person ReID, ICMR’2020. (arxiv)
  • A Noy, N Nayman, T Ridnik, N Zamir, S Doveh, I Friedman, R Giryes, L. Zelnik-Manor, ASAP: Architecture Search, Anneal and Prune, AISTATS’2020. (arxiv)
  • N Nayman, A Noy, T Ridnik, I Friedman, R Jin, L. Zelnik-Manor, Xnas: Neural architecture search with expert advice, NeurIPS’2019. (arxiv, github)
  • A. Shoshan, R. Mechrez, L. Zelnik-Manor, Dynamic-Net: Tuning the Objective Without Re-training, ICCV’2019, arXiv Nov 2018. (arxiv, github)
  • F. Shama, A. Shoshan, R. Mechrez, L. Zelnik-Manor, Adversarial Feedback Loop, ICCV’2019, arXiv Nov 2018. (arxiv, github)
  • N. Arbel, A. Tal, L. Zelnik-Manor, Partial Correspondence of 3D Shapes using Properties of the Nearest-Neighbor Field, Computers and Graphics (SMI), 2019. (Project page pdf)
  • Y. Herbst, A. Wolf, L. Zelnik-Manor, Analysis of Subject Specific Grasping Patterns, 25th Congress of the European
    Society of Biomechanics (ESB 2019)
  • S. Perera, A. Tal, L. Zelnik-Manor, Is Image Memorability Prediction Solved? arXiv preprint arXiv:1901.11420, 31 Jan 2019. CVPR’19 workshop on Mutual benefits of cognitive and computer vision (arxiv)
  • R. Mechrez, E. Shechtman, L. Zelnik-Manor, Saliency Driven Image Manipulation(extended version), Journal of Machine Vision and Applications (special issue: IEEE WACV’18) . (Project page)
  • Y. Blau, R. Mechrez, R. Timofte, T. Michaeli, L. Zelnik-Manor, The 2018 PIRM Challenge on Perceptual Image Super-resolution, arXiv preprint arXiv:1809.07517, 20 Sep 2018. (arxiv , Workshop page)
  • R. Mechrez, I. Talmi, F. Shama, L. Zelnik-Manor, Maintaining Natural Image Statistics with the Contextual Loss, arXiv preprint arXiv:1803.04626, 13 Mar 2018. ACCV’2018. (arxiv , Project page)
  • R. Mechrez, I. Talmi, L. Zelnik-Manor, The Contextual Loss for Image Transformation with Non-Aligned Data, arXiv preprint arXiv:1803.02077, 6 Mar 2018, Oral presentation in ECCV’2018. (arxiv , Project page)
  • T. Tlusty, T. Michaeli, T. Dekel, L. Zelnik-Manor, Modifying Non-Local Variations Across Multiple Views, CVPR’2018. (arxiv, Project page)
  • R. Mechrez, E. Shechtman, L. Zelnik-Manor, Saliency Driven Image Manipulation, WACV’2018. (pdf, arxiv, Project page)
  • R. Mechrez, E. Shechtman, L. Zelnik-Manor, Photorealistic Style Transfer with Screened Poisson Equation, BMVC’2017. (arxiv, Project page)
  • O. Barzilay, L. Zelnik-Manor, Y. Gutfreund, H. Wagner, and A. Wolf, From Biokinematics to a Robotic Active Vision System, Journal of Bioinspiration & Biomimetics, 2017. (pdf)
  • I. Talmi, R. Mechrez, L. Zelnik-Manor, Template Matching with Deformable Diversity Similarity, CVPR2017, arXiv preprint arXiv:1612.02190, 7 Dec 2016. (pdf, arxiv , Project page)
  • T. Hassner, S. Filosof, V. Mayzels and L. Zelnik-Manor, SIFTing through Scales , IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 39(7), July 2017. (pdf, Project page)
  • T. Hamam, E. Levenberg and L. Zelnik-Manor, Development of an Optical Displacement Transducer for Routine Testing of Asphalt Concrete, ASCE’s Journal of Materials in Civil Engineering, 28(9), Sep. 2016. (pdf)
  • T. Hassner, V. Mayzels and L. Zelnik-Manor, Dense, Scale-Less Descriptors , Book chapter in Dense Image Correspondences for Computer Vision, Springer International Publishing, 2016. (pdf, Project page)
  • A. Gilinsky and L. Zelnik-Manor, SIFTpack: A Compact Representation for Efficient SIFT Matching, Book chapter in Dense Image Correspondences for Computer Vision, Springer International Publishing, 2016. (pdf, Project page)
  • D. Glasner, P. Fua, T. Zickler and L. Zelnik-Manor, Hot or Not: Exploring Correlations Between Appearance and Temperature
    , ICCV’2015 (pdf, Project page)
  • N. Ben-Zrihem and L. Zelnik-Manor, Approximate Nearest Neighbor Fields in Video, CVPR’2015 (pdf, Project page)
  • R. Margolin, L. Zelnik-Manor, and A. Tal, OTC: A Novel Local Descriptor for Scene Classification, ECCV’2014 (pdf, Project page)
  • R. Margolin, L. Zelnik-Manor, and A. Tal, How to Evaluate Foreground Maps?, CVPR’2014. (pdf, Project page)
  • A. Gilinsky and L. Zelnik-Manor, SIFTpack: A Compact Representation for Efficient SIFT Matching, ICCV’2013. (pdf, Project page)
  • D. Rudoy and L. Zelnik-Manor, Video Inlays: A System for User-Friendly Matchmove, VRST’2013. (pdf, Project page)
  • D. Rudoy, D.B Goldman, E. Shechtman and L. Zelnik-Manor, Learning video saliency from human gaze using candidate selection, CVPR’2013. (pdf, Project page)
  • R. Margolin, A. Tal, and L. Zelnik-Manor, What Makes a Patch Distinct?, CVPR’2013. (pdf, Project page)
  • R. Margolin, L. Zelnik-Manor, and A. Tal, Saliency For Image Manipulation, The Visual Computer, June 2012. (pdf, Project page)
  • T. Hassner, V. Mayzels and L. Zelnik-Manor, On SIFTs and their Scales , CVPR’2012. (pdf)
  • R. Margolin, L. Zelnik-Manor, and A. Tal, Saliency For Image Manipulation, Computer Graphics International, CGI’2012. (pdf, Project page)
  • S. Goferman, L. Zelnik-Manor, and A. Tal, Context-Aware Saliency Detection , IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 34(10): 1915–1926, Oct. 2012, TPAMI’2012. (pdf, Project page)
  • L. Zelnik-Manor, K. Rosenblum and Y. Eldar, Dictionary Optimization for Block-Sparse Representations, IEEE Transactions on Signal Processing,60(5): 2386–2395, May 2012. (pdf, Code)
  • D. Rudoy, D.B. Goldman, E. Shechtman and L. Zelnik-Manor, Crowdsourcing Gaze Data Collection, Conference on Collective Intelligence, April 2012. (pdf, Project page)
  • M. Andreetto, L. Zelnik-Manor and P. Perona, Unsupervised Learning of Categorical Segments in Image Collections, IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 34(9): 1842–1855, Sep. 2012.
  • D. Cremers, M. Magnor, M. R. Oswald and L. Zelnik-Manor (editors) Video Processing and Computational Video, LNCS,Volume 7082, 2011 (electornic version)
  • I. Friedman and L. Zelnik-Manor, Dancing Icons Detection, The Second IEEE International Workshop on Mobile Vision, 2011. (pdf)
  • T. Glaser and L. Zelnik-Manor, Incorporating Temporal Context in Bag-of-Words Models, VECTaR’11; The 3rd IEEE Workshop on Video Event Categorization, Tagging and Retrieval for Real-World Applications, 2011. (pdf)
  • D. Rudoy and L. Zelnik-Manor, Viewpoint Selection for Human Actions , International Journal of Computer Vision (IJCV), Vol. 97, No.3, March 2012. (pdf)
  • L. Zelnik-Manor, K. Rosenblum and Y. C. Eldar, Sensing Matrix Optimization for Block-Sparse Decoding, IEEE Transactions on Signal Processing, Vol. 59, No. 9, 4300-4312, Sep. 2011. (pdf)
  • D. Rudoy and L. Zelnik-Manor, Posing to the camera: Automatic viewpoint selection for human actions, ACCV’2010. (pdf)
  • M. Holtzman-Gazit, L. Zelnik-Manor and I. Yavne, Salient Edges: A Multi Scale Approach, ECCV 2010 Workshop on Vision for Cognitive Tasks. (pdf)
  • K. Rosenblum, L. Zelnik-Manor and Y. Eldar Dictionary Optimization for Block-Sparse Representations, AAAI Fall 2010 Symposium on Manifold Learning (pdf)
  • B. Hariharan, L. Zelnik-Manor, S.V. N. Vishwanathan and M. Varma, Large Scale Max-Margin Multi-Label Classification with Priors, ICML’2010 (pdf, Project page)
  • R. Basri, T. Hassner and L. Zelnik-Manor, Approximate Nearest Subspace Search, IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 33(2): 266–278, Feb. 2011. (pdf)
  • S. Goferman, L. Zelnik-Manor, and A. Tal, Context-Aware Saliency Detection, CVPR’2010. (pdf, Project page))
  • S. Goferman, A. Tal, L. Zelnik-Manor, Puzzle-like Collage , Computer Graphics Forum (EUROGRAPHICS) 2010. (pdf)
  • T. Lebestky, J. C. Chang, H. Dankert, L. Zelnik-Manor, Y. Kim, K. Han, F. W. Wolf, P. Perona, D. J. Anderson Two Different Forms of Arousal in Drosophila Are Oppositely Regulated by the Dopamine D1 Receptor Ortholog DopR via Distinct Neural Circuits, Neuron, Volume 64, Issue 4, Nov. 25, 2009.
  • R. Basri, T. Hassner and L. Zelnik-Manor, A General Framework for Approximate Nearest Subspace Search, 2nd IEEE International Workshop on Subspace Methods at the IEEE International Conference on Computer Vision, Kyoto, Sept 2009 (pdf)
  • R. Basri, T. Hassner, L. Zelnik-Manor, A General Framework for Approximate Nearest Subspace Search, Technical Re port CCIT #699, Department of Electrical Engineering, Technion, June 2008.
  • S. Zanetti, L. Zelnik-Manor, P. Perona, A walk through the web’s video clips, The First IEEE Workshop on Internet Vision, in Computer Vision and Pattern Recognition (CVPR’08), Jun. 2008 (pdf)
  • M. Andreetto, L. Zelnik-Manor and P. Perona, Non-parametric Probabilistic Image Segmentation, ICCV’2007. (pdf, Project web-page)
  • R. Basri, T. Hassner, and L. Zelnik-Manor, Approximate Nearest Subspace Search with Applications to Pattern Recognition, CVPR’2007. (pdf, Project page)
  • L. Zelnik-Manor and M.Irani, Statistical Analysis of Dynamic Actions, IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 28(9): 1530–1535, September 2006. (pdf)
  • L. Zelnik-Manor and M. Irani, On Single Sequence and Multi-Sequence Factorizations, International Journal of Computer Vision (IJCV),   67(3): 313-326, May 2006. (pdf, Project page)
  • L. Zelnik-Manor, G. Peters and P.Perona, Squaring the Circle in Panoramas, Tenth IEEE International Conference on Computer Vision 2005, Volume 2, pp. 1292-1299 (ICCV’2005). (pdf, Project page)
  • T. Hassner, L. Zelnik-Manor, G. Leifman and R. Basri, Minimal-Cut Model Composition, IEEE Shape Modeling International Conference (SMI’05), pp. 72-81, June 2005. (pdf, Project page)Winner of “SMI best student paper award” and “AIM@SHAPE Best paper award 2005”
  • S. Agarwal, J. Lim, L. Zelnik-Manor, P. Perona, D. Kriegman and S. Belongie, Beyond Pairwise Clustering, IEEE Conference on Computer Vision and Pattern Recognition,Vol. 2, pp. 838-845,June 2005 (CVPR’2005). (pdf, Project page)
  • C. Fanti, L. Zelnik-Manor and P. Perona, Hybrid Models for Human Motion Recognition, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vol. 1, pp. 1166-1173, June 2005 (CVPR’2005). (pdf)
  • L. Zelnik-Manor and P. Perona, Self-Tuning Spectral Clustering, Advances in Neural Information Processing Systems 17, pp. 1601-1608, 2005, (NIPS’2004). (pdf, Project page)
  • L. Zelnik-Manor and& M. Irani, Degeneracies, Dependencies and their Implications in Multi-body and Multi-Sequence Factorizations, IEEE Conference on Computer Vision and Pattern Recognition, Vol. 2, pp. 287-93, June 2003 (CVPR’2003) (pdf, Project page)
  • L.Zelnik-Manor, M. Machline and M.Irani, Multi-Body Factorization With Uncertainty: Revisiting Motion Consistency, International Journal of Computer Vision (IJCV) Special Issue: Vision and Modelling of Dynamic Scenes, Vol. 68, No. 1, pp. 27-41, June 2006. (pdf, )
  • M. Machline, L.Zelnik-Manor and M.Irani, Multi-Body Segmentation: Revisiting Motion Consistency, Workshop on Vision and Modeling of Dynamic Scenes, with ECCV’2002.
  • L. Zelnik-Manor and M. Irani, Event-Based Analysis of Video, IEEE Conference on Computer Vision and Pattern Recognition, December 2001 (CVPR’2001). (pdf)
  • L. Zelnik-Manor and M. Irani, Multi-View Constraints on Homographies, IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), Vol. 24, No. 2, pp. 214-223, February 2002. (pdf)
  • L. Zelnik-Manor and M.Irani, Multi-Frame Estimation of Planar Motion, IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), Vol. 22, No. 10, pp. 1105-1116, October 2000. (pdf)
  • L. Zelnik-Manor and M. Irani, Multi-View Subspace Constraints on Homographies, IEEE Seventh International Conference on Computer Vision, Vol. 2, pp. 710-715, September 1999 (ICCV’99),(pdf)
  • L. Zelnik-Manor and M. Irani, Multi-Frame Alignment of Planes, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vol. 1, pp. 151-156, June 1999 (CVPR’99) (pdf,)