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Masked Discrimination for Self-Supervised Learning on Point Clouds

21 March 2022

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Papers citing "Masked Discrimination for Self-Supervised Learning on Point Clouds"

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Title
PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter Yaohua Zha Yanzi Wang Hang Guo Jinpeng Wang Tao Dai Bin Chen Zhihao Ouyang Xue Yuerong Ke Chen Shu-Tao Xia 94 1 0 27 May 2025
GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model Zixiang Ai Zichen Liu Yuanhang Lei Zhenyu Cui Xu Zou Jiahuan Zhou 89 1 0 07 May 2025
PointLoRA: Low-Rank Adaptation with Token Selection for Point Cloud Learning Song Wang Xiaolu Liu Lingdong Kong Jianyun Xu Chunyong Hu Gongfan Fang Wentong Li Jianke Zhu Xinchao Wang 114 0 0 22 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 115 0 0 07 Apr 2025
ZeroPS: High-quality Cross-modal Knowledge Transfer for Zero-Shot 3D Part Segmentation Yuheng Xue Nenglun Chen Jun Liu Wenyun Sun 3DPC 218 7 0 24 Feb 2025
Multi-view Structural Convolution Network for Domain-Invariant Point Cloud Recognition of Autonomous Vehicles Younggun Kim Beomsik Cho Seonghoon Ryoo Soomok Lee 3DPC 155 0 0 27 Jan 2025
MAP: Unleashing Hybrid Mamba-Transformer Vision Backbone's Potential with Masked Autoregressive Pretraining Yunze Liu Li Yi Mamba 110 3 0 01 Oct 2024
Lexicon3D: Probing Visual Foundation Models for Complex 3D Scene Understanding Yunze Man Shuhong Zheng Zhipeng Bao M. Hebert Liang-Yan Gui Yu-Xiong Wang 119 23 0 05 Sep 2024
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 149 8 0 13 Aug 2024
GeoMask3D: Geometrically Informed Mask Selection for Self-Supervised Point Cloud Learning in 3D Ali Bahri Moslem Yazdanpanah Mehrdad Noori Milad Cheraghalikhani G. A. V. Hakim David Osowiechi Farzad Beizaee Ismail Ben Ayed Christian Desrosiers 3DPC 126 2 0 20 May 2024
PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm Haoyi Zhu Honghui Yang Xiaoyang Wu Di Huang Sha Zhang ... Hengshuang Zhao Chunhua Shen Yu Qiao Tong He Wanli Ouyang SSL 143 47 0 12 Oct 2023
PatchContrast: Self-Supervised Pre-training for 3D Object Detection Oren Shrout Ori Nitzan Yizhak Ben-Shabat A. Tal 3DPC 90 2 0 14 Aug 2023
Masked Autoencoders for Point Cloud Self-supervised Learning Yatian Pang Wenxiao Wang Francis E. H. Tay Wen Liu Yonghong Tian Liuliang Yuan 3DPC ViT 98 476 0 13 Mar 2022
Unknown-Aware Object Detection: Learning What You Don't Know from Videos in the Wild Xuefeng Du Xin Eric Wang Gabriel Gozum Yixuan Li OODD 101 92 0 08 Mar 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 113 396 0 07 Feb 2022
Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning Siming Yan Zhenpei Yang Haoxiang Li Chen Song Li Guan Hao Kang G. Hua Qi-Xing Huang 3DPC 86 63 0 03 Jan 2022
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 149 670 0 16 Dec 2021
FCAF3D: Fully Convolutional Anchor-Free 3D Object Detection D. Rukhovich Anna Vorontsova Anton Konushin 3DPC 109 118 0 01 Dec 2021
Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling Xumin Yu Lulu Tang Yongming Rao Tiejun Huang Jie Zhou Jiwen Lu 3DPC 136 682 0 29 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,814 0 11 Nov 2021
An End-to-End Transformer Model for 3D Object Detection Ishan Misra Rohit Girdhar Armand Joulin 3DPC ViT 96 486 0 16 Sep 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 81 211 0 01 Sep 2021
RandomRooms: Unsupervised Pre-training from Synthetic Shapes and Randomized Layouts for 3D Object Detection Yongming Rao Benlin Liu Yi Wei Jiwen Lu Cho-Jui Hsieh Jie Zhou 3DPC 92 52 0 17 Aug 2021
Early Convolutions Help Transformers See Better Tete Xiao Mannat Singh Eric Mintun Trevor Darrell Piotr Dollár Ross B. Girshick 55 771 0 28 Jun 2021
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers Andreas Steiner Alexander Kolesnikov Xiaohua Zhai Ross Wightman Jakob Uszkoreit Lucas Beyer ViT 113 634 0 18 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 286 2,841 0 15 Jun 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 423 2,682 0 04 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,810 0 26 Feb 2021
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up Yi Ding Shiyu Chang Zhangyang Wang ViT 115 392 0 14 Feb 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 182 272 0 07 Jan 2021
PCT: Point cloud transformer Meng-Hao Guo Junxiong Cai Zheng-Ning Liu Tai-Jiang Mu Ralph Robert Martin Shimin Hu ViT 3DPC 153 1,624 0 17 Dec 2020
MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers Huiyu Wang Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT 126 531 0 01 Dec 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,072 0 20 Nov 2020
Point Transformer Nico Engel Vasileios Belagiannis Klaus C. J. Dietmayer 3DPC 181 2,003 0 02 Nov 2020
Unsupervised Point Cloud Pre-Training via Occlusion Completion Hanchen Wang Qi Liu Xiangyu Yue Joan Lasenby Matt J. Kusner 3DPC 64 251 0 02 Oct 2020
Self-supervised Learning of Point Clouds via Orientation Estimation Omid Poursaeed Tianxing Jiang Quintessa Qiao N. Xu Vladimir G. Kim 3DPC SSL 69 119 0 01 Aug 2020
AutoClip: Adaptive Gradient Clipping for Source Separation Networks Prem Seetharaman Gordon Wichern Bryan Pardo Jonathan Le Roux 59 34 0 25 Jul 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas Guibas Or Litany 3DPC 211 640 0 21 Jul 2020
A Closer Look at Local Aggregation Operators in Point Cloud Analysis Ze Liu Han Hu Yue Cao Zheng Zhang Xin Tong 3DPC 71 185 0 02 Jul 2020
H3DNet: 3D Object Detection Using Hybrid Geometric Primitives Zaiwei Zhang Bo Sun Haitao Yang Qi-Xing Huang 3DPC 80 200 0 10 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 432 13,094 0 26 May 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 375 18,859 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 210 12,121 0 13 Nov 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 371 6,463 0 26 Sep 2019
DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing Yongcheng Liu Bin Fan Gaofeng Meng Jiwen Lu Shiming Xiang Chunhong Pan 3DPC 176 271 0 09 Sep 2019
Revisiting Point Cloud Classification: A New Benchmark Dataset and Classification Model on Real-World Data Mikaela Angelina Uy Quang Pham Binh-Son Hua D. Nguyen Sai-Kit Yeung 3DV 3DPC 105 784 0 13 Aug 2019
SpanBERT: Improving Pre-training by Representing and Predicting Spans Mandar Joshi Danqi Chen Yinhan Liu Daniel S. Weld Luke Zettlemoyer Omer Levy 153 1,967 0 24 Jul 2019
PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Guandao Yang Xun Huang Jinwei Gu Ming-Yuan Liu Serge J. Belongie Bharath Hariharan 3DPC 101 670 0 28 Jun 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 234 8,444 0 19 Jun 2019
On Mixup Training: Improved Calibration and Predictive Uncertainty for Deep Neural Networks S. Thulasidasan Gopinath Chennupati J. Bilmes Tanmoy Bhattacharya S. Michalak UQCV 68 545 0 27 May 2019