Learning from 2D: Contrastive Pixel-to-Point Knowledge Transfer for 3D
Pretraining

Learning from 2D: Contrastive Pixel-to-Point Knowledge Transfer for 3D Pretraining

10 April 2021

HungYueh Chiang

Hung-Ting Su

Papers citing "Learning from 2D: Contrastive Pixel-to-Point Knowledge Transfer for 3D Pretraining"

17 / 17 papers shown

Title
BEVContrast: Self-Supervision in BEV Space for Automotive Lidar Point Clouds Corentin Sautier Gilles Puy Alexandre Boulch Renaud Marlet Vincent Lepetit 3DPC 23 15 0 26 Oct 2023
Geometric-aware Pretraining for Vision-centric 3D Object Detection Linyan Huang Huijie Wang J. Zeng Shengchuan Zhang Liujuan Cao Junchi Yan Hongyang Li 3DPC 70 9 0 06 Apr 2023
Applying Plain Transformers to Real-World Point Clouds Lanxiao Li M. Heizmann 3DPC ViT 26 3 0 28 Feb 2023
RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving Angelika Ando Spyros Gidaris Andrei Bursuc Gilles Puy Alexandre Boulch Renaud Marlet ViT 3DPC 20 71 0 24 Jan 2023
CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Runnan Chen Youquan Liu Lingdong Kong Xinge Zhu Yuexin Ma Yikang Li Yuenan Hou Yu Qiao Wenping Wang CLIP 3DPC 31 140 0 12 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 36 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
Self-Supervised Learning with Multi-View Rendering for 3D Point Cloud Analysis Bach Tran Binh-Son Hua Anh Tran Minh Hoai 3DPC 39 7 0 28 Oct 2022
A Closer Look at Invariances in Self-supervised Pre-training for 3D Vision Lanxiao Li M. Heizmann 3DPC 33 27 0 11 Jul 2022
Open-Vocabulary 3D Detection via Image-level Class and Debiased Cross-modal Contrastive Learning Yuheng Lu Chenfeng Xu Xi Wei Xiaodong Xie Masayoshi Tomizuka Kurt Keutzer Shanghang Zhang 3DPC 25 20 0 05 Jul 2022
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data Corentin Sautier Gilles Puy Spyros Gidaris Alexandre Boulch Andrei Bursuc Renaud Marlet 3DPC 26 117 0 30 Mar 2022
CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding Mohamed Afham Isuru Dissanayake Dinithi Dissanayake Amaya Dharmasiri Kanchana Thilakarathna Ranga Rodrigo 3DPC 16 251 0 01 Mar 2022
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas J. Guibas Or Litany 3DPC 141 623 0 21 Jul 2020
ImVoteNet: Boosting 3D Object Detection in Point Clouds with Image Votes C. Qi Xinlei Chen Or Litany Leonidas J. Guibas 3DPC 195 248 0 29 Jan 2020
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 117 194 0 18 Oct 2019
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters Yifan Xu Tianqi Fan Mingye Xu Long Zeng Yu Qiao 3DV 3DPC 152 769 0 30 Mar 2018
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 14,109 0 02 Dec 2016