Masked Autoencoders

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13 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. HuC-VideoMAE: Human-Centric Video Masked Autoencoding from synthetic data

    Oct 6, 2026Ricardo Pizarro, Roberto Valle, José M. Buenaposada +2Synthetic Data PretrainingMasked Autoencoders

    Universidad de Alcal´a, Alcal´a de Henares, Spain · Universidad Polit´ecnica de Madrid, Madrid, Spain · Universidad Rey Juan Carlos, M´ostoles, Spain

  2. LEON: Location Embeddings from OSM Neighborhoods via Hexagonal Graph Masked Autoencoders

    Oct 4, 2026Szymon Soltysiak, Radoslaw Malek, Jedrzej Kusnierz +3Masked AutoencodersGeospatial Representation Learning

    Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland

  3. The hidden advantage of mask resampling: a theory of masked autoencoders

    Oct 1, 2026Jorge Medina Moreira, Lorenzo Bardone, Lenka ZdeborováMasked AutoencodersMasked Language Modeling

    Statistical Physics of Computation Laboratory, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland

  4. I Have a Stream: Making Self-Supervised Learning Work on Continuous Video

    Sep 30, 2026Ivan Martinović, Lukas Knobel, Yuki M. AsanoMasked AutoencodersSelf-Supervised Learning

    Faculty of Electrical Engineering and Computing, University of Zagreb · Fundamental AI Lab, University of Technology Nuremberg

  5. Masked Swingers: Harnessing Data Augmentation to Advance Autoencoders for Self-Supervised Learning

    Sep 29, 2026Anthony Fuller, Scott C. Lowe, Daniel G. Kyrollos +3Masked AutoencodersInvariant Representation Learning

    Vector Institute · Carleton University · University of Guelph +1

  6. What masking geometry works best for EEG foundation models?

    Sep 27, 2026Pierre Guetschel, Bruno Aristimunha, Yassine El Ouahidi +3Masked AutoencodersEEG Decoding

    Donders Institute for Brain, Cognition and Behaviour Radboud University Nijmegen, The Netherlands · Yneuro, University of California San Diego, Paris, France · Lab-STICC, IMT Atlantique Brest, France +2

  7. Fed-ReMasker: Federated Tabular Imputation under Feature-Level Missingness

    Sep 23, 2026Ioannis Papathanail, Rooholla Poursoleymani, Lubnaa Abdur Rahman +1Incomplete Data ImputationMasked Autoencoders

    ARTORG Center for Biomedical Engineering Research University of Bern, Bern, Switzerland · Graduate School for Cellular and Biomedical Sciences University of Bern, Bern, Switzerland

  8. MiTHras: Task-specific Hierarchical Semi-supervised Contrastive Masked Autoencoder for Mitotic Figure Analysis

    Sep 21, 2026Trinh T. L. Vuong, Simon Graham, Quoc Dang Vu +5Contrastive LearningMasked Autoencoders

    Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA · Histofy Ltd, Coventry, United Kingdom · Department of Pathology, University Medical Center Ho Chi Minh City, Ho Chi Minh City, Vietnam +1

  9. Mask 2D-3D: Adaptive Dual-Masked Autoencoder Network for Image-to-Point Cloud Registration

    Sep 16, 2026Zhixin Cheng, Jiacheng Deng, Xiaotian Yin +3Masked AutoencodersPoint Cloud Registration

    School of Computer Science and Technology, Hefei University of Technology, Hefei 230601, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230027, China · Institute of Advanced Technology, University of Science and Technology of China, Hefei 230027, China

  10. MAETrack: Unleashing the Potential of Pretrained Geometric Priors for 3D Single Object Tracking

    Sep 15, 2026Sifan Zhou, Qiwei Wang, Linyue Tan +3Masked AutoencodersSelf-Supervised Pre-Training

    School of Automation, Southeast University, Nanjing, 210096, China · Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, Nanjing, 210096, China · Harbin Institute of Technology Shenzhen, Shenzhen, 518000, China +1

  11. Which Pretext Task Transfers? Self-Supervised Pretraining Objectives for Lung Ultrasound

    Sep 15, 2026Moein Heidari, Junbo Rao, Jai Choraria +3Contrastive LearningMasked Autoencoders

    University of British Columbia, Vancouver, BC, Canada · Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA

  12. Rethinking Procedural Audio Pre-training: Source Scaling and Objective Adaptation

    Sep 14, 2026Jiajun Peng, Fengrui Liu, Xinyu Liu +1Synthetic Data PretrainingAudio Representation Learning

    School of Data Science, University of Science and Technology of China, Hefei 230026, China · School of Computer Science and Technology, East China Normal University, Shanghai 200062, China · School of Psychology, Shanghai Jiao Tong University, Shanghai 200030, China

  13. Reading the Whole Heart: Latent-Attention Masked Autoencoders for Multimodal Cardiac Representation Learning

    Sep 14, 2026Andrea Agostini, Simon Böhi, Moritz Vandenhirtz +7Masked AutoencodersHealthcare

    Department of Computer Science, ETH Zurich, Switzerland · Department of Biomedical Engineering, University of Basel, Switzerland

  14. MANAS-2: Constrained Reconstruction for EEG Foundation Models

    Sep 12, 2026Arvasu Kulkarni, Aditya Ray Mishra, Jeet Bandhu Lahiri +5ElectroencephalographyMasked Autoencoders

    Mannas AI · Indian Institute of Technology, Mandi

  15. MEOX: Compact Multimodal Mixture-of-Experts for Earth Observation

    Sep 4, 2026Mohanad AlbughdadiMasked AutoencodersGeospatial Representation Learning

    European Centre for Medium-Range Weather Forecasts Bonn, Germany

  16. AgriField-40K: Adapting Vision Models to Agriculture With Efficient Continual Pretraining

    Aug 8, 2026Vasileios Tzouras, Paraskevas Pegios, Lazaros NalpantidisAgricultural Image AnalysisMasked Autoencoders

    Technical University of Denmark (DTU), Kongens Lyngby, Denmark · Pioneer Centre for Artificial Intelligence, Copenhagen, Denmark

  17. Curia-MAE: Multi-Modal Multi-Anatomy MAE Pre-Training for 3D Medical Image Segmentation

    Aug 6, 2026Théo Danielou, Antoine Saporta, Léo Alberge +1Medical Imaging Foundation ModelsMasked Autoencoders

    Raidium

  18. ReMiX-MAE: Learning Missing-Channel Cross-Modal Representations from RGB-Only Clinical Facial Videos for Sympathetic-Mediated Pain Assessment

    Aug 3, 2026Nan Bi, Taoyue Wang, Lijun Yin +1Missing-Modality LearningMasked Autoencoders

    School of Computing, Binghamton University, Binghamton, NY, USA · Department of Anesthesiology, SUNY Upstate Medical University, Syracuse, NY, USA

  19. Understanding and Correcting Low-Frequency Bias in EEG Foundation Model

    Aug 3, 2026Junjie Yu, Zihan Deng, Jianyu Zhang +8Masked AutoencodersSelf-Supervised Pre-Training

    Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, China · Omni-Intelligence, Shenzhen, China · College of Design and Engineering, National University of Singapore, Singapore +4

  20. WALoMA: A Multitask Wireless Foundation Model via Adaptive Low-Rank Masked Autoencoders

    Jul 28, 2026Madi Makin, Asmaa Abdallah, Abdulkadir Celik +1Wireless Foundation ModelsMasked Autoencoders

    Computer, Electrical, and Mathematical Sciences & Engineering (CEMSE) Division at King Abdullah University of Science and Technology (KAUST), Thuwal, KSA 23955-6900 · School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K.

  21. Neonatal Hypoxic-ischaemic Encephalopathy Classification from the EEG and HRV Signals Using a Conformer based Masked Autoencoder

    Jul 26, 2026Shuwen Yu, William P Marnane, Geraldine B. Boylan +1ElectroencephalographyMasked Autoencoders

    Department of Electrical & Electronic Engineering, School of Engineering and Architecture, University College Cork, Cork, Ireland · INFANT Research Centre, University College Cork, Cork, Ireland · Pediatrics and Child Health, University College Cork, Cork, Ireland

  22. Leveraging unlabelled data for generalizable neural population decoding

    Jul 15, 2026Ximeng Mao, Nanda H. Krishna, Avery Hee-Woon Ryoo +2Masked AutoencodersSelf-Supervised Pre-Training

    Mila – Quebec AI Institute · Université de Montréal · Canada CIFAR AI Chair

  23. A Masked Autoencoder Approach to Unsupervised Steel Surface Defect Recognition

    Jul 14, 2026Shrey PatelMasked AutoencodersIndustrial Anomaly Detection

    University of Maryland, College Park · United States of America

  24. ProsMAE: Multi-Source MAE Pretraining for ISUP Grade Classification

    Jul 9, 2026Anna Jung, Kyeonghun Kim, Youngung Han +6Computational PathologyMasked Autoencoders

    SNU · OUTTA · GIST +1

  25. Moonstone: A Multimodal Foundation Model and Benchmark for Lunar Remote Sensing

    Jul 3, 2026Ayush Prasad, Swarnalee MazumderMissing-Modality LearningMasked Autoencoders

    Space and Earth Observation Centre, Finnish Meteorological Institute, Finland · Data Management, German Climate Computing Centre, Germany

  26. MABLE: Masked Autoencoding with Bi-Lipschitz Decoding for Embeddings and Graph Metric Learning

    Jul 3, 2026Yaniv Shulman, Shaghayegh Akbarpour, Jack B. MuirMasked AutoencodersGraph Representation Learning

    Fleet Space Technologies, Adelaide, Australia · Research School of Earth Sciences, Australian National University, Acton, Australia

  27. Mitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation Learning

    Jun 30, 2026Xu Yan, Huiqun Wang, Chen Wang +2Masked AutoencodersPoint Cloud Learning

    SKLCCSE, Beihang University, Beijing, China · SCSE, Beihang University, Beijing, China · NERCBDS, EIRI, Tsinghua University, Beijing, China +1

  28. OctoSense: Self-Supervised Learning for Multimodal Robot Perception

    Jun 25, 2026Anthony Bisulco, Jeremy Wang, Kostas Daniilidis +2Autonomous Driving DatasetsMasked Autoencoders

    1General, Robotics, Automation, Sensing and Perception (GRASP) Laboratory, University of Pennsylvania · Computer Science Department, Brown University

  29. 3D Masked Autoencoders are Robust Learners of Volumetric and Multimodal Cellular Representations for Microscopy

    Jun 22, 2026Amirhossein Kardoost, Lion Gleiter, Tingying Peng +1Cross-Modal Representation LearningMasked Autoencoders

    Institute of AI for Health & Helmholtz AI, Computational Health Center, Helmholtz Munich – German Research Center for Environmental Health, Neuherberg, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Department of Medicine III, Ludwig-Maximilian-University Hospital, Munich, Germany +2

  30. Reconstructing Randomly Masked Spectra Helps DNNs Identify Discriminant Wavenumbers

    Jun 19, 2026Yingying Wu, Jinchao Liu, Yan Wang +3Synthetic Data AugmentationMasked Autoencoders

    Institute of Robotics and Automatic Information System (IRAIS), College of Artificial Intelligence, Nankai University, China · VisionMetric Ltd, Canterbury, Kent, UK · School of Physics and Astronomy, University of Kent, UK +1

  31. Contrastive and Adaptive Multi-modal Masked Autoencoder for Spatial Transcriptomics

    Jun 19, 2026Joohyeok Kim, Taejin Jeong, Jinyeong Kim +1Computational PathologySpatial Transcriptomics

    Department of Artificial Intelligence, Yonsei University, Seoul, Republic of Korea · Department of Computer Science, Yonsei University, Seoul, Republic of Korea · Yonsei University College of Medicine, Seoul, Republic of Korea

  32. BrainG3N: A Dual-Purpose Tokenizer for Controllable 3D Brain MRI Generation

    Jun 17, 2026Max Van Puyvelde, Ibrahim Gulluk, Wim Van Criekinge +1Masked AutoencodersLatent Diffusion Models

    Department of Biomedical Data Science, Stanford University School of Medicine · Department of Mathematical Modelling, Statistics & Bioinformatics, Ghent University · Department of Electrical Engineering, Stanford University

  33. Masked and Predictive Self-Supervised Foundation Models for 3D Brain MRI

    Jun 11, 2026Esra Ergün, Hersh Chandarana, Dan Sodickson +1Medical Imaging Foundation ModelsMasked Autoencoders

    Department of Computer Engineering, Istanbul Technical University, Istanbul, 34469, Türkiye · Department of Radiology, NYU Grossman School of Medicine, New York, NY, 10016, United States · Department of AI and Data Engineering, Istanbul Technical University, Istanbul, 34469, Türkiye

  34. RePAIR: Predictive Self-Supervised Representation Learning in Chess

    Jun 10, 2026Christoph Koller, Johannes Fürnkranz, Timo BertramMasked AutoencodersJoint-Embedding Predictive Architecture

    JKU Linz, Austria

  35. Exploring Adaptive Masked Reconstruction for Self-Supervised Skeleton-Based Action Recognition

    Jun 9, 2026Shengkai Sun, Zhiyong Cheng, Zefan Zhang +3Skeleton-Based Action RecognitionMasked Autoencoders

    1Hefei University of Technology · 2Jilin University · 3Zhejiang Gongshang University +1

  36. PaCX-MAE: Physiology-Augmented Chest X-Ray Masked Autoencoder

    Jun 1, 2026Yancheng Liu, Kenichi Maeda, Manan PancholyCross-Modal Knowledge DistillationChest X-Ray Classification

    Department of Computer Science, Brown University, Providence, RI, USA.

  37. Effective Biological Representation Learning by Masking Gene Expression

    May 29, 2026Kian Kenyon-Dean, Alina Selega, Ihab Bendidi +5Masked AutoencodersSelf-Supervised Learning

    Recursion · Valence Labs · École Normale Supérieure PSL

  38. FHRFormer: A Self-Supervised Masked Transformer Framework for Fetal Heart Rate Time-Series Inpainting and Forecasting

    May 28, 2026Kjersti Engan, Neel Kanwal, Anita Yeconia +4Time Series ImputationMasked Autoencoders

    University of Stavanger, Stavanger, Norway · Haydom Lutheran Hospital, Haydom, Tanzania · Stavanger University Hospital, Stavanger, Norway

  39. A multifractal-based masked auto-encoder: an application to medical images

    May 25, 2026Joao Batista Florindo, Viviane de MouraMasked AutoencodersMedical Image Classification

    Institute of Mathematics, Statistics and Scientific Computing - University of Campinas, Rua Sérgio Buarque de Holanda, 651, Cidade Universitária ”Zeferino Vaz” - Distr. Barão Geraldo, CEP 13083-859, Campinas, SP, Brasil

  40. Semantics-Guided Multimodal Masked Autoencoder Pretraining for 3D BEV Object Detection

    May 24, 2026Prabuddhi Wariyapperuma, Rajitha de Silva, Marc Hanheide +2Lidar-Based 3D Object DetectionMasked Autoencoders

    University of Lincoln, Lincoln Centre for Autonomous Systems, Lincoln, UK. · University of Cambridge, Institute for Manufacturing, Department of Engineering, Cambridge, UK.

  41. BandVQ: Band-Wise Vector-Quantized EEG Foundation Model

    May 24, 2026Jamiyan Sukhbaatar, Satoshi Imamura, Toshihisa TanakaCross-Subject EEG DecodingMasked Autoencoders

    National University of Mongolia, Ulaanbaatar, Mongolia · Tokyo University of Agriculture and Technology, Tokyo, Japan

  42. PilotWiMAE: Pilot-Native Representation Learning for Wireless Channels

    May 19, 2026Berkay Guler, Giovanni Geraci, Hamid JafarkhaniRepresentation LearningMasked Autoencoders

    Center for Pervasive Communications and Computing, University of California, Irvine CA, USA · Nokia and Universitat Pompeu Fabra, Spain

  43. Protein Fold Classification at Scale: Benchmarking and Pretraining

    May 18, 2026Dexiong Chen, Andrei Manolache, Mathias Niepert +1Masked AutoencodersSelf-Supervised Pre-Training

    Max Planck Institute of Biochemistry, Martinsried, Germany · Computer Science Department, University of Stuttgart, Germany · Bitdefender, Romania

  44. LESSViT: Robust Hyperspectral Representation Learning under Spectral Configuration Shift

    May 18, 2026Haozhe Si, Yuxuan Wan, Yuqing Wang +2Representation LearningMasked Autoencoders

    Department of Electrical and Computer Engineering · 2Siebel School of Computing and Data Science

  45. DARE-EEG: A Foundation Model for Mining Dual-Aligned Representation of EEG

    May 18, 2026Yang Shao, Peiliang Gong, Qun Dai +1Masked AutoencodersSelf-Supervised Pre-Training

    College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics Nanjing, Jiangsu, China

  46. Pretraining Objective Matters in Extreme Low-Data FGVC: A Backbone-Controlled Study

    May 15, 2026Alexander Hackett, Srikanth Thudumu, Ginny Fisher +1Contrastive LearningMasked Autoencoders

    Santa Clara University · IAAIR

  47. Network-Aware Bilinear Tokenization for Brain Functional Connectivity Representation Learning

    May 13, 2026Leo Milecki, Qingyu Hu, Bahram Jafrasteh +2Representation LearningMasked Autoencoders

    Department of Radiology, Weill Cornell Medicine, New York, NY, USA. · School of Electrical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.

  48. Masked Autoencoders with Limited Data: Does It Work? A Fine-Grained Bioacoustics Case Study

    May 13, 2026Wuao Liu, Mustafa Chasmai, Subhransu Maji +1Masked AutoencodersBioacoustics

    University of Massachusetts Amherst

  49. BrainAnytime: Anatomy-Aware Cross-Modal Pretraining for Brain Image Analysis with Arbitrary Modality Availability

    May 13, 2026Guangqian Yang, Tong Ding, Wenlong Hou +4Missing-Modality LearningMasked Autoencoders

    Department of Biomedical Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China · Department of Technology Management for Innovation, The University of Tokyo, Japan · Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong SAR, China

  50. Biosignal Fingerprinting: A Cross-Modal PPG-ECG Foundation Model

    May 10, 2026Zhangdaihong Liu, Chang Liu, Fenglin Liu +4Cross-Modal Representation LearningMasked Autoencoders

    Department of Engineering Science, University of Oxford, Oxford OX3 7DQ, UK · Oxford Suzhou Centre for Advanced Research, Suzhou, 215123, China · School of Public Health, Shanghai Jiao Tong University, Shanghai, China

  51. OphMAE: Bridging Volumetric and Planar Imaging with a Foundation Model for Adaptive Ophthalmological Diagnosis

    May 4, 2026Tienyu Chang, Zhen Chen, Renjie Liang +9Medical Imaging Foundation ModelsMasked Autoencoders

    Department of Biostatistics and Health Data Science, Indiana University, Indianapolis, IN · Department of Biomedical Informatics and Data Science, Yale University, New Haven, CT · Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong +5

  52. Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning

    May 1, 2026Hao Zhou, Simon A. Lee, Cyrus Tanade +12Representation LearningCross-Modal Representation Learning

    Samsung Research America · Algorithm Team, Digital Health Lab, Samsung Research America · The Pennsylvania State University +1

  53. MAEPose: Self-Supervised Spatiotemporal Learning for Human Pose Estimation on mmWave Video

    Apr 30, 2026Xijia Wei, Yuan Fang, Kevin Chetty +2Masked AutoencodersSelf-Supervised Learning

    University College London London, UK

  54. Do Masked Autoencoders Improve Downhole Prediction? An Empirical Study on Real Well Drilling Data

    Apr 21, 2026Aleksander Berezowski, Hassan Hassanzadeh, Gouri GindeMasked AutoencodersSelf-Supervised Time Series Representation Learning

    Schulich School of Engineering Department of Electrical and Software Engineering University of Calgary Calgary, Canada · Schulich School of Engineering Department of Chemical and Petroleum Engineering University of Calgary Calgary, Canada

  55. Better with Less: Tackling Heterogeneous Multi-Modal Image Joint Pretraining via Conditioned and Degraded Masked Autoencoder

    Apr 18, 2026Bowen Peng, Yongxiang Liu, Jie Zhou +4Cross-Modal LearningMasked Autoencoders

    College of Electronic Science and Technology, National University of Defense Technology (NUDT), Changsha 410073, China · Beijing Institute of Remote Sensing Information, Beijing 100192, China

  56. PolarMAE: Efficient Fetal Ultrasound Pre-training via Semantic Screening and Polar-Guided Masking

    Apr 17, 2026Meng Lv, Yapeng Li, Hang Su +2Masked AutoencodersSelf-Supervised Pre-Training

    Wuhan University

  57. Assessing the Potential of Masked Autoencoder Foundation Models in Predicting Downhole Metrics from Surface Drilling Data

    Apr 16, 2026Aleksander Berezowski, Hassan Hassanzadeh, Gouri GindeMultivariate Time Series ForecastingMasked Autoencoders

    Schulich School of Engineering Department of Electrical and Software Engineering University of Calgary Calgary, Canada · Schulich School of Engineering Department of Chemical and Petroleum Engineering University of Calgary Calgary, Canada

  58. Beyond Independent Frames: Latent Attention Masked Autoencoders for Multi-View Echocardiography

    Apr 16, 2026Simon Böhi, Irene Cannistraci, Sergio Muñoz Gonzalez +8Medical Imaging Foundation ModelsMasked Autoencoders

    Department of Biomedical Engineering, University of Basel, Switzerland · Department of Computer Science, ETH Zurich, Switzerland

  59. Co-distilled attention guided masked image modeling with noisy teacher for self-supervised learning on medical images

    Apr 16, 2026Jue Jiang, Aneesh Rangnekar, Harini VeeraraghavanMasked AutoencodersSelf-Supervised Pre-Training

    Memorial Sloan Kettering Cancer Center

  60. VAN-AD: Visual Masked Autoencoder with Normalizing Flow For Time Series Anomaly Detection

    Mar 27, 2026PengYu Chen, Shang Wan, Xiaohou Shi +3Masked AutoencodersVision Foundation Model Adaptation

    School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing 100876, China · China Telecom Research Institute Beijing, China · Department of Computer Science, Missouri University of Science and Technology, Rolla, MO 65409 USA