LENet: Lightweight And Efficient LiDAR Semantic Segmentation Using
Multi-Scale Convolution Attention

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LENet: Lightweight And Efficient LiDAR Semantic Segmentation Using Multi-Scale Convolution Attention

11 January 2023

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Papers citing "LENet: Lightweight And Efficient LiDAR Semantic Segmentation Using Multi-Scale Convolution Attention"

19 / 19 papers shown

Title
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Meng-Hao Guo Chenggang Lu Qibin Hou Zheng Liu Ming-Ming Cheng Shiyong Hu SSeg ViT VLM 76 653 0 18 Sep 2022
RPVNet: A Deep and Efficient Range-Point-Voxel Fusion Network for LiDAR Point Cloud Segmentation Jianyun Xu Ruixiang Zhang Jian Dou Yushi Zhu Jie Sun Shiliang Pu 3DPC 85 263 0 24 Mar 2021
Semantic Segmentation for Real Point Cloud Scenes via Bilateral Augmentation and Adaptive Fusion Shi Qiu Saeed Anwar Nick Barnes 3DPC 72 205 0 12 Mar 2021
LiDAR-based Recurrent 3D Semantic Segmentation with Temporal Memory Alignment Fabian Duerr Mario Pfaller H. Weigel Jürgen Beyerer 3DPC 55 34 0 03 Mar 2021
(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 197 246 0 08 Feb 2021
Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation Xinge Zhu Hui Zhou Tai Wang Fangzhou Hong Yuexin Ma Wei Li Hongsheng Li Dahua Lin 3DPC 76 540 0 19 Nov 2020
Multi-scale Interaction for Real-time LiDAR Data Segmentation on an Embedded Platform Shijie Li Xieyuanli Chen Yun-Hai Liu Dengxin Dai C. Stachniss Juergen Gall 3DPC 58 80 0 20 Aug 2020
SqueezeSegV3: Spatially-Adaptive Convolution for Efficient Point-Cloud Segmentation Chenfeng Xu Bichen Wu Zining Wang Wei Zhan Peter Vajda Kurt Keutzer Masayoshi Tomizuka 3DPC 94 357 0 03 Apr 2020
SemanticPOSS: A Point Cloud Dataset with Large Quantity of Dynamic Instances Yancheng Pan Biao Gao Jilin Mei Sibo Geng Chengkun Li Huijing Zhao 3DV 3DPC 56 171 0 21 Feb 2020
LatticeNet: Fast Point Cloud Segmentation Using Permutohedral Lattices R. Rosu Peer Schütt Jan Quenzel Sven Behnke 3DPC 3DV 62 93 0 12 Dec 2019
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds Qingyong Hu Bo Yang Linhai Xie Stefano Rosa Yulan Guo Zhihua Wang A. Trigoni Andrew Markham 3DPC 106 1,503 0 25 Nov 2019
SalsaNet: Fast Road and Vehicle Segmentation in LiDAR Point Clouds for Autonomous Driving E. Aksoy Saimir Baci Selçuk Çavdar 3DPC 66 142 0 18 Sep 2019
KPConv: Flexible and Deformable Convolution for Point Clouds Hugues Thomas C. Qi Jean-Emmanuel Deschaud B. Marcotegui F. Goulette Leonidas Guibas 3DPC 171 2,541 0 18 Apr 2019
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks Chris Choy JunYoung Gwak Silvio Savarese 3DPC 167 1,794 0 18 Apr 2019
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 301 5,786 0 26 Mar 2019
SqueezeSegV2: Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud Bichen Wu Xuanyu Zhou Sicheng Zhao Xiangyu Yue Kurt Keutzer 3DPC 63 623 0 22 Sep 2018
Tangent Convolutions for Dense Prediction in 3D Maxim Tatarchenko Jaesik Park V. Koltun Qian-Yi Zhou 3DV 3DPC MDE 93 545 0 06 Jul 2018
SqueezeSeg: Convolutional Neural Nets with Recurrent CRF for Real-Time Road-Object Segmentation from 3D LiDAR Point Cloud Bichen Wu Alvin Wan Xiangyu Yue Kurt Keutzer 3DPC 92 806 0 19 Oct 2017
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 493 14,360 0 02 Dec 2016

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