LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds

LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds

14 October 2022

Papers citing "LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds"

12 / 12 papers shown

Title
Fine-grained Image-to-LiDAR Contrastive Distillation with Visual Foundation Models Yifan Zhang Junhui Hou 48 1 0 03 Jan 2025
MILAN: Milli-Annotations for Lidar Semantic Segmentation Nermin Samet Gilles Puy Oriane Siméoni Renaud Marlet 3DPC 19 0 0 22 Jul 2024
Point Cloud Segmentation Using Transfer Learning with RandLA-Net: A Case Study on Urban Areas Alperen Enes Bayar Ufuk Uyan Elif Toprak Yuheng Cao Juncheng Tang A. Kındıroglu 3DPC 9 0 0 19 Dec 2023
LEOD: Label-Efficient Object Detection for Event Cameras Ziyi Wu Mathias Gehrig Qing Lyu Xudong Liu Igor Gilitschenski 17 12 0 29 Nov 2023
A Survey of Label-Efficient Deep Learning for 3D Point Clouds Aoran Xiao Xiaoqin Zhang Ling Shao Shijian Lu 3DPC 22 18 0 31 May 2023
LaserMix for Semi-Supervised LiDAR Semantic Segmentation Lingdong Kong Jiawei Ren Liang Pan Ziwei Liu 13 80 0 30 Jun 2022
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network Ran Cheng Ryan Razani E. Taghavi Enxu Li Bingbing Liu 3DPC 151 239 0 08 Feb 2021
Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning Yizhao Gao Nanyi Fei Guangzhen Liu Zhiwu Lu Tao Xiang Songfang Huang 38 35 0 23 Jan 2021
AMVNet: Assertion-based Multi-View Fusion Network for LiDAR Semantic Segmentation Venice Erin Liong Thi Ngoc Tho Nguyen S. Widjaja Dhananjai Sharma Z. J. Chong 3DPC 126 97 0 09 Dec 2020
TORNADO-Net: mulTiview tOtal vaRiatioN semAntic segmentation with Diamond inceptiOn module Martin Gerdzhev Ryan Razani E. Taghavi Bingbing Liu 3DPC 101 64 0 24 Aug 2020
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding Saining Xie Jiatao Gu Demi Guo C. Qi Leonidas J. Guibas Or Litany 3DPC 131 618 0 21 Jul 2020
Joint 2D-3D-Semantic Data for Indoor Scene Understanding Iro Armeni S. Sax Amir Zamir Silvio Savarese 3DV 3DPC 108 864 0 03 Feb 2017