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Masked Feature Prediction for Self-Supervised Visual Pre-Training

16 December 2021

Christoph Feichtenhofer

ViT

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Papers citing "Masked Feature Prediction for Self-Supervised Visual Pre-Training"

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InternVideo-Next: Towards General Video Foundation Models without Video-Text Supervision Chenting Wang Yuhan Zhu Yicheng Xu Jiange Yang Ziang Yan Yali Wang Yi Wang Limin Wang VGen 85 0 0 01 Dec 2025
PowerCLIP: Powerset Alignment for Contrastive Pre-Training Masaki Kawamura Nakamasa Inoue Rintaro Yanagi Hirokatsu Kataoka Rio Yokota CLIP VLM 89 0 0 28 Nov 2025
Rethinking Cross-Generator Image Forgery Detection through DINOv3 Zhenglin Huang Jason Li Haiquan Wen Tianxiao Li Xi Yang Lu Qi Bei Peng Xiaowei Huang Ming-Hsuan Yang Guangliang Cheng 16 0 0 27 Nov 2025
MaskAnyNet: Rethinking Masked Image Regions as Valuable Information in Supervised Learning Jingshan Hong Haigen Hu Huihuang Zhang Q. Zhou Zhao Li 64 0 0 16 Nov 2025
Learning from the Right Patches: A Two-Stage Wavelet-Driven Masked Autoencoder for Histopathology Representation Learning Raneen Younis Louay Hamdi Lukas Chavez Zahra Ahmadi MedIm 175 0 0 10 Nov 2025
MiVID: Multi-Strategic Self-Supervision for Video Frame Interpolation using Diffusion Model Priyansh Srivastava Romit Chatterjee A. Sen Aradhana Behura Ratnakar Dash DiffM VGen 103 0 0 08 Nov 2025
ProM3E: Probabilistic Masked MultiModal Embedding Model for Ecology Srikumar Sastry Subash Khanal Aayush Dhakal Jiayu Lin Dan Cher Phoenix Jarosz Nathan Jacobs 116 0 0 04 Nov 2025
From Masks to Worlds: A Hitchhiker's Guide to World Models Jinbin Bai Yu Lei H. Wu Yuchen Zhu Shufan Li Yi Xin Xiangtai Li Molei Tao Aditya Grover Ming-Hsuan Yang VGen SyDa 164 2 0 23 Oct 2025
Ming-UniVision: Joint Image Understanding and Generation with a Unified Continuous Tokenizer Ziyuan Huang Dandan Zheng Cheng Zou Rui Liu Xiaolong Wang ... Jiajia Liu Qingpei Guo Ming-Hsuan Yang Jingdong Chen Jun Zhou 136 8 0 08 Oct 2025
Conditional Representation Learning for Customized Tasks Honglin Liu Chao Sun Peng Hu Yunfan Li Xi Peng 141 0 0 06 Oct 2025
UniVid: The Open-Source Unified Video Model Jiabin Luo Junhui Lin Zeyu Zhang Biao Wu Meng Fang Ling-Hao Chen Hao Tang VGen 234 6 0 29 Sep 2025
UNIV: Unified Foundation Model for Infrared and Visible Modalities Fangyuan Mao Shuo Wang Jilin Mei Chen Min Shun Lu Fuyang Liu Xiaokun Feng Meiqi Wu Yu Hu 64 0 0 19 Sep 2025
Latent Zoning Network: A Unified Principle for Generative Modeling, Representation Learning, and Classification Zinan Lin Enshu Liu Xuefei Ning Junyi Zhu Wenyu Wang Sergey Yekhanin AI4CE 213 0 0 19 Sep 2025
UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation Xiaoqi Zhao Youwei Pang Chenyang Yu Lihe Zhang Huchuan Lu Shijian Lu Georges El Fakhri Xiaofeng Liu 110 2 0 19 Sep 2025
Masked Feature Modeling Enhances Adaptive Segmentation Wenlve Zhou Zhiheng Zhou Tiantao Xian Yikui Zhai Weibin Wu Biyun Ma 96 0 0 17 Sep 2025
Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language ModelsIEEE journal of biomedical and health informatics (JBHI), 2025 Qiuhui Chen Xuancheng Yao Huping Ye Yi Hong MedIm 108 1 0 11 Sep 2025
Video Understanding by Design: How Datasets Shape Architectures and Insights Lei Wang Piotr Koniusz Yongsheng Gao 3DV VGen AI4TS 213 0 0 11 Sep 2025
Diffusion-Based Action Recognition Generalizes to Untrained Domains Rogério Guimarães Frank Xiao Pietro Perona Markus Marks 241 0 0 10 Sep 2025
From Linearity to Non-Linearity: How Masked Autoencoders Capture Spatial Correlations Anthony Bisulco Rahul Ramesh Randall Balestriero Pratik Chaudhari 110 0 0 21 Aug 2025
Self-Supervised Sparse Sensor Fusion for Long Range Perception Edoardo Palladin Samuel Brucker Filippo Ghilotti Praveen Narayanan Mario Bijelic Felix Heide SSL 113 0 0 19 Aug 2025
S2-UniSeg: Fast Universal Agglomerative Pooling for Scalable Segment Anything without Supervision Huihui Xu Jin Ye Hongqiu Wang Changkai Ji Jiashi Lin ... Chenglong Ma Tianbin Li Lihao Liu Junjun He Lei Zhu 158 0 0 09 Aug 2025
MINR: Implicit Neural Representations with Masked Image Modelling Sua Lee Joonhun Lee Myungjoo Kang 119 1 0 30 Jul 2025
TESPEC: Temporally-Enhanced Self-Supervised Pretraining for Event Cameras Mohammad Mohammadi Ziyi Wu Igor Gilitschenski ViT 112 0 0 29 Jul 2025
Self-Guided Masked AutoencoderNeural Information Processing Systems (NeurIPS), 2025 Jeongwoo Shin Inseo Lee Junho Lee Joonseok Lee SSL 129 9 0 26 Jul 2025
Video Self-Distillation for Single-Image Encoders: A Step Toward Physically Plausible Perception Marcel Simon Tae-Ho Kim Seul-Ki Yeom VGen MDE 111 0 0 25 Jul 2025
Improving Joint Embedding Predictive Architecture with Diffusion Noise Yuping Qiu Rui Zhu Ying-cong Chen DiffM 159 0 0 21 Jul 2025
Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning Shashanka Venkataramanan Valentinos Pariza Mohammadreza Salehi Lukas Knobel Spyros Gidaris Elias Ramzi Andrei Bursuc Yuki M. Asano 195 7 0 18 Jul 2025
HMID-Net: An Exploration of Masked Image Modeling and Knowledge Distillation in Hyperbolic Space Changli Wang Fang Yin Jiafeng Liu Rui Wu 159 0 0 13 Jul 2025
Feed-Forward SceneDINO for Unsupervised Semantic Scene Completion Aleksandar Jevtić Christoph Reich Felix Wimbauer Oliver Hahn Christian Rupprecht Stefan Roth Daniel Cremers 260 2 0 08 Jul 2025
Attention, Please! Revisiting Attentive Probing Through the Lens of Efficiency Bill Psomas Dionysis Christopoulos Eirini Baltzi Ioannis Kakogeorgiou Tilemachos Aravanis N. Komodakis Konstantinos Karantzalos Yannis Avrithis Giorgos Tolias 265 1 0 11 Jun 2025
MaskAdapt: Unsupervised Geometry-Aware Domain Adaptation Using Multimodal Contextual Learning and RGB-Depth Masking Numair Nadeem Muhammad Asad Saeed Anwar Abdul Bais 153 2 0 29 May 2025
Reinforcement Learning meets Masked Video Modeling : Trajectory-Guided Adaptive Token Selection Ayush K. Rai Kyle Min Tarun Krishna Feiyan Hu Alan F. Smeaton Noel E. O'Connor VGen 306 0 0 13 May 2025
Joint Low-level and High-level Textual Representation Learning with Multiple Masking Strategies Zhengmi Tang Yuto Mitsui Tomo Miyazaki S. Omachi 252 0 0 11 May 2025
Perception Encoder: The best visual embeddings are not at the output of the network Daniel Bolya Po-Yao (Bernie) Huang Peize Sun Jang Hyun Cho Andrea Madotto ... Shiyu Dong Nikhila Ravi Daniel Li Piotr Dollár Christoph Feichtenhofer ObjD VOS 588 96 0 17 Apr 2025
Self-Supervised Pre-training with Combined Datasets for 3D Perception in Autonomous Driving Shumin Wang Zhuoran Yang Liwen Wang ZhiPeng Tang Heng Li Lehan Pan Sha Zhang Jie Peng Jianmin Ji Y. Zhang 3DPC 263 0 0 17 Apr 2025
Uni4D: A Unified Self-Supervised Learning Framework for Point Cloud Videos Zhi Zuo Chenyi Zhuang Zhiqiang Shen Pan Gao Jie Qin Nicu Sebe 3DPC 301 1 0 07 Apr 2025
Towards Generalizing Temporal Action Segmentation to Unseen Views Emad Bahrami Olga Zatsarynna Gianpiero Francesca Juergen Gall EgoV 200 0 0 03 Apr 2025
Ross3D: Reconstructive Visual Instruction Tuning with 3D-Awareness Haochen Wang Yucheng Zhao Tiancai Wang Haoqiang Fan Xinming Zhang Rundong Wang 339 28 0 02 Apr 2025
Scaling Language-Free Visual Representation Learning David Fan Shengbang Tong Jiachen Zhu Koustuv Sinha Zhuang Liu ... Michael G. Rabbat Nicolas Ballas Yann LeCun Amir Bar Saining Xie CLIP VLM 407 37 0 01 Apr 2025
ViT-Linearizer: Distilling Quadratic Knowledge into Linear-Time Vision Models Guoyizhe Wei Rama Chellappa 273 2 0 30 Mar 2025
Mamba-3D as Masked Autoencoders for Accurate and Data-Efficient Analysis of Medical Ultrasound Videos Jiaheng Zhou Yanfeng Zhou Wei Fang Yuxing Tang Le Lu Ge Yang Mamba 954 0 0 26 Mar 2025
Linguistics-aware Masked Image Modeling for Self-supervised Scene Text RecognitionComputer Vision and Pattern Recognition (CVPR), 2025 Yifei Zhang Yu Xie Jin Wei Xiaomeng Yang Yu Zhou Can Ma Xiangyang Ji 260 7 0 24 Mar 2025
Structured-Noise Masked Modeling for Video, Audio and Beyond Aritra Bhowmik Fida Mohammad Thoker Carlos Hinojosa Bernard Ghanem Cees G. M. Snoek VGen 250 0 0 20 Mar 2025
RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing Fengxiang Wang Hongru Wang Longji Xu Haiyan Zhao Mingshuo Chen ... Yangang Sun Shuo Wang L. Lan Wenjing Yang Jing Zhang Mamba 451 10 0 13 Mar 2025
Towards All-in-One Medical Image Re-IdentificationComputer Vision and Pattern Recognition (CVPR), 2025 Yuan Tian Kaiyuan Ji Rongzhao Zhang Yankai Jiang Chunyi Li Xiaosong Wang Guoquan Zheng VLM 211 3 0 11 Mar 2025
V2Flow: Unifying Visual Tokenization and Large Language Model Vocabularies for Autoregressive Image Generation Guiwei Zhang Tianyu Zhang Mohan Zhou Yalong Bai Biye Li 244 5 0 10 Mar 2025
Small Vision-Language Models: A Survey on Compact Architectures and Techniques Nitesh Patnaik Navdeep Nayak Himani Bansal Agrawal Moinak Chinmoy Khamaru Gourav Bal Saishree Smaranika Panda Rishi Raj Vishal Meena Kartheek Vadlamani VLM 237 3 0 09 Mar 2025
SemHiTok: A Unified Image Tokenizer via Semantic-Guided Hierarchical Codebook for Multimodal Understanding and Generation Sihao Lin Chunwei Wang Xiuwei Chen Hongbin Xu Jiawei Han Xiandan Liang J. N. Han Hang Xu Xiaodan Liang VLM 659 14 0 09 Mar 2025
USP: Unified Self-Supervised Pretraining for Image Generation and Understanding Xiangxiang Chu Renda Li Yong Wang 486 14 0 08 Mar 2025
Wavelet-Driven Masked Image Modeling: A Path to Efficient Visual RepresentationAAAI Conference on Artificial Intelligence (AAAI), 2025 Wenzhao Xiang Chang Liu Hongyang Yu Xilin Chen 201 1 0 02 Mar 2025