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About Me


Amit Haim Bermano


I am a senior lecturer (assistant professor) at the Blavatnik School of Computer Science in Tel-Aviv University. My research focuses on Computer Graphics, Computer Vision, and Copmutational Fabrication (3D printing). I use Machine Learning (of course...) and Geometry Processing to advance and connect these fields. Previously, I was a postdoctoral Researcher at the Princeton Graphics Group, hosted by Professor Szymon Rusinkiewicz and Professor Thomas Funkhouser. Before that, I was a postdoctoral researcher at Disney Research Zurich. I have conducted my Ph.D. studies at ETH Zurich under the supervision of Prof. Dr. Markus Gross, in collaboration with the computational materials group of Disney Research Zurich. My Masters and Bachelors degrees were obtained at The Technion - Israel Institute of Technology under the supervision of Prof. Craig Gotsman.

Office: Schreiber 323
E-mail: amberman@tauex.tau.ac.il


News


  • 11/8/2022: We have received the Siggraph Best Paper Award! Way to go Yael Vinker and team!
  • 27/7/2022: I have received the ISF personal grant! Good news to the lab!
  • 29/4/2022: I was appointed Program Chair in Next Year's Computational Visual Media Conference (CVM)! See you in Shenzhen!
  • 29/3/2022: Our paper QnA was selected for an oral presentation at CVPR! Way to go Moab Arar and team!


  • Team


    Current


  • Ofir Bar-Tal - M.Sc. student
  • Nadav Orzech - M.Sc. student
  • Roy Hachnochi - M.Sc. student
  • Elad Ben Arie - M.Sc. student
  • Haim Sawdayee - M.Sc. student
  • Yoni Shafir - M.Sc. student
  • Amir Barda - M.Sc. student
  • Yotam Eral - Ph.D. student
  • Guy Tevet - Ph.D. student
  • Ben Maman - Ph.D. student
  • Lilach Perry - Ph.D. student (with Prof. Daniel Cohen-Or)
  • Ron Mokady - Ph.D. student (with Prof. Daniel Cohen-Or)
  • Rinon Gal - Ph.D. student (with Prof. Daniel Cohen-Or)
  • Moab Arar - Ph.D. student (with Prof. Ariel Shamir)

  • Alumni


  • Dor Amran - M.Sc. student
  • Matan Serry - M.Sc. student
  • Dvir Yerushalmi - M.Sc. student
  • Shahaf Goren - M.Sc. student
  • Rotem Tzaban - M.Sc. Student


  • Research


    2022


    MDM teaser Guy Tevet, Sigal Raab, Brian Gordon, Yonatan Shafir, Amit H. Bermano, Daniel Cohen-Or,
    "MDM: Human Motion Diffusion Model", ArXiv 2022
    [Project Page]

    HyperStyle teaser Yuval Alaluf, Omer Tov, Ron Mokady, Rinon Gal, Amit H. Bermano,
    "Hyperstyle: Stylegan inversion with hypernetworks for real image editing", CVPR 2022
    [Project Page]


    StarInStyle teaser Amit H Bermano, Rinon Gal, Yuval Alaluf, Ron Mokady, Yotam Nitzan, Omer Tov, Or Patashnik, Daniel Cohen-Or,
    "State-of-the-Art in the Architecture, Methods and Applications of StyleGAN", Eurographics 2022 (State-of-the-Art Reports Track)
    [Publication Page]

    Unaligned teaser Ben Maman, Amit H. Bermano,
    "Unaligned Supervision for Automatic Music Transcription in The Wild", ICML 2022.
    [Project Page]

    TextInversion teaser Rinon Gal, Yuval Alaluf, Yuval Atzmon, Or Patashnik, Amit H. Bermano, Gal Chechik, Daniel Cohen-Or,
    "An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion", ArXiv 2022
    [Project Page]

    QnA teaser Moab Arar, Ariel Shamir, Amit H. Bermano,
    "Learned Queries for Efficient Local Attention", CVPR 2022 Oral Presentation
    [Project Page]

    STIT teaser Rotem Tzaban, Ron Mokady, Rinon Gal, Amit H. Bermano, Daniel Cohen-Or,
    "Stitch it in Time: GAN-Based Facial Editing of Real Videos", Siggraph Asia 2022
    [Project Page]

    Self-Conditioned teaser Yunzhe Liu, Rinon Gal, Amit H. Bermano, Baoquan Chen, Daniel Cohen-Or,
    "Self-Conditioned Generative Adversarial Networks for Image Editing", Siggraph 2022
    [Project Page]

    CLIPasso teaser Yael Vinker, Ehsan Pajouheshgar, Jessica Y. Bo, Roman Bachmann, Amit Haim Bermano, Daniel Cohen-Or, Amir Zamir, Ariel Shamir,
    "CLIPasso: Semantically-Aware Object Sketching", Siggraph 2022, Best Paper Award
    [Project Page]

    inDomain teaser Dvir Yerushalmi, Dov Danon, Amit H. Bermano,
    "Leveraging in-domain supervision for unsupervised image-to-image translation tasks via multi-stream generators", CVM 2022.
    [Paper]

    MotionClip teaser Guy Tevet*, Brian Gordon*, Amir Hertz, Amit H. Bermano, Daniel Cohen-Or,
    "MotionCLIP: Exposing Human Motion Generation to CLIP Space", ECCV 2022.
    [Project Page]

    StyleGAN-NADA teaser Rinon Gal, Or Patashnik, Haggai Maron, Amit H. Bermano, Gal Chechik, Daniel Cohen-Or,
    "StyleGAN-NADA: CLIP-Guided Domain Adaptation of Image Generators", Siggraph 2022.
    [Project Page]


    iCatcher teaser Yotam Erel, Christine E. Potter, Sagi Jaffe-Dax, Casey Lew-Williams, Amit H. Bermano,
    "iCatcher: A Neural Network Approach for Automated Coding of Young Children’s Eye Movements", Infancy 2022.
    [Publication Page]

    BVGAN teaser Dor Amran, Moran Artzi, Orna Aizenstein, Dafna Ben Bashat, Amit H. Bermano,
    "BV-GAN: 3D TOF-MRA Cerebrovascular vessels segmentation using adversarial CNNs", Journal of Medical Imaging (JMI) 2022.
    [Publication Page]

    TypeNet teaser Ben Maman, Amit H. Bermano,
    "Typenet: Towards Camera Enabled Touch Typing on Flat Surfaces through Self-Refinement", WACV 2022.
    [Publication Page]

    PTI teaser Daniel Roich, Ron Mokady, Amit H. Bermano, Daniel Cohen-Or,
    "Pivotal Tuning for Latent-based Editing of Real Images ", ToG 2022.
    [Project Page]



    2021



    cuboidFitting teaser Matan Serry, Dov Danon, Hagit Shechter, Amit H. Bermano ,
    "Explainable 3D Reconstruction Using Deep Geometric Prior", Microsoft Journal of Applied Research 2021.
    [Paper] [.bib]

    jokr teaser Ron Mokady, Rotem Tzaban, Sagie Benaim, Amit H. Bermano, Danny Cohen-Or,
    "JOKR: Joint Keypoint Representation for Unsupervised Cross-Domain Motion Retargeting", SIGGRAPH 2021.
    [Project Page] [Paper] [.bib]

    MRGAN teaser Rinon Gal, Amit H. Bermano, Hao Zhang, Daniel Cohen-Or,
    "MRGAN: Multi-Rooted 3D Shape Representation Learning With Unsupervised Part Disentanglement", ICCV Workshop, 2021.
    [Publication Page]

    swagan teaser Rinon Gal, Dana Cohen, Amit H. Bermano, Daniel Cohen-Or,
    "SWAGAN: A Style-based Wavelet-driven Generative Model", SIGGRAPH 2021.
    [Project Page (+code)] [Paper] [.bib]

    structuralAnalogy teaser Sagie Benaim, Ron Mokady, Amit H. Bermano, Daniel Cohen-Or, Lior Wolf,
    "Structural-analogy from a Single Image Pair", Computer Graphics Forum 2021.
    [Project Page (+code)] [Paper] [.bib]

    STORM-Net teaser Yotam Erel, Sagi Jaffe-Dax, Yaara Yeshurun, Amit H. Bermano,
    "STORM-Net: Simple and Timely Optode Registration Method for Functional Near-Infrared Spectroscopy (fNIRS)", bioRxiv 2021.
    [Project Page (+code)]

    InAugment teaser Moab Arar, Ariel Shamir, Amit H. Bermano,
    "InAugment: Improving Classifiers via Internal Augmentation", IEEE Interactive Labeling and Data Augmentation for Vision (ILDAV) 2021.
    [Github] [Paper] [.bib]



    2020



    fax teaser Moab Arar, Noa Fish, Dani Daniel, Evgeny Tenetov, Ariel Shamir, Amit H. Bermano,
    "Focus-and-Expand: Training Guidance Through Gradual Manipulation of Input Features", arXiv 2020.
    [paper] [.bib]

    Temporal Plots teaser Or Patashnik, Min Lu, Amit H. Bermano, Daniel Cohen-Or,
    "Temporal Scatterplots", Computational Visual Media 2020, Honorable Mention Award.
    [Paper] [.bib]

    sketchPatch teaser Noa Fish, Lilach Perry, Amit H. Bermano, Daniel Cohen-Or,
    "SketchPatch: Sketch Stylization via Seamless Patch-level Synthesis", Siggraph Asia 2020.
    [paper] [.bib]

    faceDisent teaser Yotam Nitzan, Amit H. Bermano, Yangyan Li, Daniel Cohen-Or,
    "Disentangling in Latent Space by Harnessing a Pretrained Generator", Siggraph Asia 2020.
    [paper] [.bib]

    fnirsRecon teaser Sagi Jaffe-Dax*, Amit H. Bermano*, Yotam Erel, Lauren L. Emberson,
    "Video-based motion-resilient reconstruction of 3D position for fNIRS/EEG head mounted probes", NeuroPhotonics 2020.
    [paper] [.bib]

    DigiGlo teaser Julia Chatain*, Danielle M. Sisserman*, Lea Reichardt, Violaine Fayolle, Manu Kapur, Robert W. Sumner, Fabio Zünd, Amit H. Bermano,
    "𝑫𝒊𝒈𝒊𝑮𝒍𝒐: Exploring the Palm as an Input and Display Mechanism through Digital Gloves", CHIPlay 2020.
    [Project Page] [paper] [.bib]

    maskBasedTransfer teaser Ron Mokady, Sagie Benaim, Lior Wolf, Amit H. Bermano,
    "Mask Based Unsupervised Content Transfer", ICLR 2020.
    [Presentation and Materials Page] [paper] [.bib]

    multi-Modal Registration teaser Moab Arar, Yiftach Ginger, Dov Danon, Amit H. Bermano, Daniel Cohen-Or,
    "Unsupervised Multi-Modal Image Registration via Geometry Preserving Image-to-Image Translation", Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
    [Paper Page] [.bib]

    pre 2020


    Pix2Vex Teaser Felix Petersen, Amit H Bermano, Oliver Deussen, Daniel Cohen-Or,
    "Pix2vex: Image-to-geometry reconstruction using a smooth differentiable renderer", arXiv, 2019.
    [arXiv Page] [.bib]

    STEMI teaser A Pavon, PG Masci, AH Bermano, A Vaxman, C Gotsman, N Lauriers, D Rodrigues, P Monney, T Rutz, E Eeckhout, O Muller, J Schwitter,
    "The role of left atrium in patient with myocardial infarction with ST-segment elevation (STEMI)", European Heart Journal-Cardiovascular Imaging, 2019.
    [Publication Page] [.bib]

    Right Venticular Volume teaser C Blanche, AH Bermano, A Vaxman, C Gotsman, R Charrier, D Piccini, J Bouchardy, A Pavon, G Vincenti, P Monney, M Stuber, J Schwitter, T Rutz,
    "Compressed sensing single-breath-hold cardiac magnetic resonance for quantification of right ventricular volumes in congenital heart disease", European Heart Journal-Cardiovascular Imaging, 2019.
    [Publication Page] [.bib]

    ToonCap teaser Xinyi Fan, Amit H. bermano, Vladimir G. Kim, Jovan Popovic, and Szymon Rusinkiewicz,
    "Tooncap: a layered deformable model for capturing poses from cartoon characters", Computer Graphics Forum (Proc. Eurographics), volume 2018.
    [Project Page] [.pdf] [Video (.mp4)] [.bib]

    Stroke-Based Representation teaser Elena Balashova, Amit H. bermano, Vladimir G. Kim, Stephen Diverdi, Aaron Hertzmann and Thomas Funkhouser,
    "Learning A Stroke-Based Representation for Fonts", Computer Graphics Forum, volume 2018.
    [.pdf] [.bib] [data: coming soon]

    Fabrication STAR teaser Marco Attene, Marco Livesu, Sylvain Lefebvre, Thomas Funkhouser, Szymon Rusinkiewicz, Stefano Ellero, Jonàs Martínez, Amit H. Bermano,
    "Design, Representations, and Processing for Additive Manufacturing", Morgan & Claypool Publishers, 2018.
    [.pdf] [.bib]

    Makeup Lamps teaser Amit H. Bermano, Markus Billeter, Daisuke Iwai, and Anselm Grundhöfer,
    "Makeup Lamps: Live Augmentation of Human Faces via Projection", Computer Graphics Forum (Proc. Eurographics) 2017.
    [Project Page] [.pdf] [Video (.mp4)] [.bib]

    shape netowrks teaser Noa Fish, Oliver van Kaick, Amit H. Bermano and Daniel Cohen-Or,
    "Structure-oriented Networks of Shape Collections", ACM Transactions On Graphics (Proc. SIGGRAPH Asia) 2016.
    [Project Page] [.pdf] [Supplementary material] [.bib] [Matlab code]

    Unfolding teaser Zünd, Fabio and Bérard, Pascal and Chapiro, Alexandre and Schmid, Stefan and Ryffel, Mattia and Gross, Markus and Bermano, Amit H. and Sumner, Robert W.,
    "Unfolding the 8-Bit Era", Conference on Visual Media Production (CVMP) 2015.
    [Project Page] [.pdf] [Video (youtube)] [.bib]
    [Ars Technica article] [Time-lapse setup video (youtube)]

    Eyelids teaser Amit H. Bermano, Thabo Beeler, Yeara Kozlov, Derek Bradley, Bernd Bickel, Markus Gross,
    "Detailed Spatio-Temporal Reconstruction of Eyelids", ACM Transactions On Graphics (Proc. SIGGRAPH) 2015.
    [Project Page] [.pdf] [Video (.wmv)] [.bib]

    atrial volume teaser Orestis Vardoulis, Pierre Monney, Amit Bermano, Amir Vaxman, Craig Gotsman, Janine Schwitter, Matthias Stuber, Nikolaos Stergiopulos and Juerg Schwitter,
    "Single breath-hold 3D measurement of left atrial volume using compressed sensing cardiovascular magnetic resonance and a non-model-based reconstruction approach", Journal of Cardiovascular Magnetic Resonance (JCMR) 2015.
    [Article Page] [.bib]

    performance enhancement teaser Amit H. Bermano, Derek Bradley, Thabo Beeler, Fabio Zünd, Derek Nowrouzezahrai, Ilya Baran, Olga Sorkine, Hanspeter Pfister, Robert W. Sumner, Bernd Bickel, Markus Gross,
    "Facial Performance Enhancement Using Dynamic Shape Space Analysis", ACM Transactions On Graphics 2014.
    [Project Page] [.pdf] [Video (.mp4)] [.bib] [Usage in Avengers artice]

    projection teaser Amit H. Bermano, Philipp Bruschweiler, Anselm Grundhofer, Daisuke Iwai, Bernd Bickel, Markus Gross,
    "Augmenting Physical Avatars using Projector-based Illumination", ACM Transactions On Graphics (Proc. SIGGRAPH Asia) 2013.
    [Project Page] [.pdf] [Video (.wmv)] [.bib]

    shadowpix teaser Amit H. Bermano, Ilya Baran, Marc Alexa, Wojciech Matusik,
    "ShadowPIX: Multiple Images from Self-Shadowing", Computer Graphics Forum (Eurographics 2012).
    [Project Page] [.pdf] [Video (.mp4)] [.bib]

    implicit recon teaser Amit H. Bermano, Amir Vaxman, Craig Gotsman,
    "Online Reconstruction of 3D Objects from Arbitrary Cross-Sections", ACM Transactions On Graphics 2011.
    [.pdf] [Video (.mov)] [.bib]


    Teaching


    Instructor


  • Computer Structure - Tel-Aviv University - Spring Semesters, since 2020.
  • Algorithms for Modeling, Fabrication and Printing of 3D Objects - Tel-Aviv University - Winter Semesters, since 2019.
  • Advanced Seminar in Computer Graphics Computer Graphics - Tel-Aviv University - Winter Semesters, since 2019.
  • Computer Graphics - Princeton University - Spring Semester 2017.

  • Teaching Assistant


  • Physically based simulation - ETH Zurich - fall semester 2014, fall semester 2013, fall semester 2012, fall semester 2011.
  • Introduction to computer science 1 for mechanical engineering - ETH Zurich - spring semester 2012, spring semester 2013, spring semester 2014.
  • Discrete mathematics - The Technion - spring semester 2010, spring semester 2011.
  • Computer graphics 1 - The Technion - winter semester 2010, winter semester 2011.