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IQNAS: Interpretable Integer Quadratic Programming Neural Architecture Search


Oct 24, 2021
Niv Nayman, Yonathan Aflalo, Asaf Noy, Rong Jin, Lihi Zelnik-Manor


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Multi-label Classification with Partial Annotations using Class-aware Selective Loss


Oct 21, 2021
Emanuel Ben-Baruch, Tal Ridnik, Itamar Friedman, Avi Ben-Cohen, Nadav Zamir, Asaf Noy, Lihi Zelnik-Manor


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PETA: Photo Albums Event Recognition using Transformers Attention


Sep 26, 2021
Tamar Glaser, Emanuel Ben-Baruch, Gilad Sharir, Nadav Zamir, Asaf Noy, Lihi Zelnik-Manor

* 8 pages, 10 including references, 3 figures, was submitted to WACV 2022 

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Semantic Diversity Learning for Zero-Shot Multi-label Classification


May 12, 2021
Avi Ben-Cohen, Nadav Zamir, Emanuel Ben Baruch, Itamar Friedman, Lihi Zelnik-Manor


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ImageNet-21K Pretraining for the Masses


May 04, 2021
Tal Ridnik, Emanuel Ben-Baruch, Asaf Noy, Lihi Zelnik-Manor


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An Image is Worth 16x16 Words, What is a Video Worth?


Mar 25, 2021
Gilad Sharir, Asaf Noy, Lihi Zelnik-Manor


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HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search


Feb 23, 2021
Niv Nayman, Yonathan Aflalo, Asaf Noy, Lihi Zelnik-Manor

* Niv Nayman and Yonathan Aflalo contributed equally. An implementation of HardCoRe-NAS is available at: https://github.com/Alibaba-MIIL/HardCoReNAS 

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A Convergence Theory Towards Practical Over-parameterized Deep Neural Networks


Feb 08, 2021
Asaf Noy, Yi Xu, Yonathan Aflalo, Lihi Zelnik-Manor, Rong Jin


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Asymmetric Loss For Multi-Label Classification


Sep 29, 2020
Emanuel Ben-Baruch, Tal Ridnik, Nadav Zamir, Asaf Noy, Itamar Friedman, Matan Protter, Lihi Zelnik-Manor


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Graph Embedded Pose Clustering for Anomaly Detection


Dec 26, 2019
Amir Markovitz, Gilad Sharir, Itamar Friedman, Lihi Zelnik-Manor, Shai Avidan

* Code is available at https://github.com/amirmk89/gepc 

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Attention Network Robustification for Person ReID


Oct 29, 2019
Hussam Lawen, Avi Ben-Cohen, Matan Protter, Itamar Friedman, Lihi Zelnik-Manor


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XNAS: Neural Architecture Search with Expert Advice


Jun 19, 2019
Niv Nayman, Asaf Noy, Tal Ridnik, Itamar Friedman, Rong Jin, Lihi Zelnik-Manor


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ASAP: Architecture Search, Anneal and Prune


Apr 08, 2019
Asaf Noy, Niv Nayman, Tal Ridnik, Nadav Zamir, Sivan Doveh, Itamar Friedman, Raja Giryes, Lihi Zelnik-Manor


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Is Image Memorability Prediction Solved?


Jan 31, 2019
Shay Perera, Ayellet Tal, Lihi Zelnik-Manor


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Dynamic-Net: Tuning the Objective Without Re-training


Nov 21, 2018
Alon Shoshan, Roey Mechrez, Lihi Zelnik-Manor


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Adversarial Feedback Loop


Nov 20, 2018
Firas Shama, Roey Mechrez, Alon Shoshan, Lihi Zelnik-Manor


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2018 PIRM Challenge on Perceptual Image Super-resolution


Oct 03, 2018
Yochai Blau, Roey Mechrez, Radu Timofte, Tomer Michaeli, Lihi Zelnik-Manor

* Workshop and Challenge on Perceptual Image Restoration and Manipulation in conjunction with ECCV 2018 webpage: https://www.pirm2018.org/ 

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Maintaining Natural Image Statistics with the Contextual Loss


Jul 18, 2018
Roey Mechrez, Itamar Talmi, Firas Shama, Lihi Zelnik-Manor


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The Contextual Loss for Image Transformation with Non-Aligned Data


Jul 18, 2018
Roey Mechrez, Itamar Talmi, Lihi Zelnik-Manor

* ECCV Oral. Paper web page: http://cgm.technion.ac.il/Computer-Graphics-Multimedia/Software/contextual/ 

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Saliency Driven Image Manipulation


Jan 17, 2018
Roey Mechrez, Eli Shechtman, Lihi Zelnik-Manor

* to appear in WACV'18 

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Photorealistic Style Transfer with Screened Poisson Equation


Sep 28, 2017
Roey Mechrez, Eli Shechtman, Lihi Zelnik-Manor

* presented in BMVC 2017 

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Template Matching with Deformable Diversity Similarity


Apr 18, 2017
Itamar Talmi, Roey Mechrez, Lihi Zelnik-Manor

* accepted to CVPR2017 (spotlight) 

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Approximate Nearest Neighbor Fields in Video


Aug 31, 2015
Nir Ben-Zrihem, Lihi Zelnik-Manor

* A CVPR 2015 oral paper 

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