Distillation with Contrast is All You Need for Self-Supervised Point
Cloud Representation Learning

Distillation with Contrast is All You Need for Self-Supervised Point Cloud Representation Learning

9 February 2022

Yu Qiao

Papers citing "Distillation with Contrast is All You Need for Self-Supervised Point Cloud Representation Learning"

15 / 15 papers shown

Title
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud Ayumu Saito Prachi Kudeshia Jiju Poovvancheri 3DPC 45 7 0 25 Apr 2024
Self-Ordering Point Clouds Pengwan Yang Cees G. M. Snoek Yuki M. Asano SSL 3DPC 21 4 0 03 Apr 2023
Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners Renrui Zhang Xiangfei Hu Bohao Li Siyuan Huang Hanqiu Deng Hongsheng Li Yu Qiao Peng Gao VLM MLLM 40 170 0 03 Mar 2023
Joint-MAE: 2D-3D Joint Masked Autoencoders for 3D Point Cloud Pre-training Ziyu Guo Renrui Zhang Longtian Qiu Xianzhi Li Pheng-Ann Heng 3DPC 30 52 0 27 Feb 2023
PointSmile: Point Self-supervised Learning via Curriculum Mutual Information Xin Li Mingqiang Wei Songcan Chen 3DPC SSL 35 3 0 30 Jan 2023
TiG-BEV: Multi-view BEV 3D Object Detection via Target Inner-Geometry Learning Pei-Kai Huang L. Liu Renrui Zhang Song Zhang Xin Xu Bai-Qi Wang G. Liu 3DPC MDE 34 42 0 28 Dec 2022
Learning 3D Representations from 2D Pre-trained Models via Image-to-Point Masked Autoencoders Renrui Zhang Liuhui Wang Yu Qiao Peng Gao Hongsheng Li 3DPC 41 125 0 13 Dec 2022
Rethinking the compositionality of point clouds through regularization in the hyperbolic space Antonio Montanaro D. Valsesia E. Magli 3DPC 46 31 0 21 Sep 2022
SeRP: Self-Supervised Representation Learning Using Perturbed Point Clouds Siddhant Garg Mudit Chaudhary 3DPC 45 2 0 13 Sep 2022
3DCTN: 3D Convolution-Transformer Network for Point Cloud Classification Dening Lu Qian Xie Linlin Xu Jonathan Li 3DV 19 68 0 02 Mar 2022
Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis Tiange Xiang Chaoyi Zhang Yang Song Jianhui Yu Weidong (Tom) Cai 3DPC 151 283 0 04 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 335 5,785 0 29 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 270 3,375 0 09 Mar 2020
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,103 0 02 Dec 2016
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 177 1,940 0 24 Oct 2016