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Deep Learning for 3D Point Clouds: A Survey
v1v2 (latest)

Deep Learning for 3D Point Clouds: A Survey

27 December 2019
Yulan Guo
Hanyun Wang
Qingyong Hu
Hao Liu
Li Liu
Bennamoun
    3DPC
ArXiv (abs)PDFHTML

Papers citing "Deep Learning for 3D Point Clouds: A Survey"

50 / 485 papers shown
Title
To Supervise or Not to Supervise: Understanding and Addressing the Key
  Challenges of 3D Transfer Learning
To Supervise or Not to Supervise: Understanding and Addressing the Key Challenges of 3D Transfer Learning
Souhail Hadgi
Lei Li
M. Ovsjanikov
85
0
0
26 Mar 2024
Training point-based deep learning networks for forest segmentation with
  synthetic data
Training point-based deep learning networks for forest segmentation with synthetic data
Francisco Raverta Capua
Juan Schandin
Pablo De Cristoforis
3DPC
57
3
0
21 Mar 2024
PoNQ: a Neural QEM-based Mesh Representation
PoNQ: a Neural QEM-based Mesh Representation
Nissim Maruani
M. Ovsjanikov
Pierre Alliez
Mathieu Desbrun
78
6
0
19 Mar 2024
SeCG: Semantic-Enhanced 3D Visual Grounding via Cross-modal Graph
  Attention
SeCG: Semantic-Enhanced 3D Visual Grounding via Cross-modal Graph Attention
Feng Xiao
Hongbin Xu
Qiuxia Wu
Wenxiong Kang
74
3
0
13 Mar 2024
Surface-aware Mesh Texture Synthesis with Pre-trained 2D CNNs
Surface-aware Mesh Texture Synthesis with Pre-trained 2D CNNs
Áron Samuel Kovács
Pedro Hermosilla
R. Raidou
3DV
63
2
0
11 Mar 2024
Shape Non-rigid Kinematics (SNK): A Zero-Shot Method for Non-Rigid Shape
  Matching via Unsupervised Functional Map Regularized Reconstruction
Shape Non-rigid Kinematics (SNK): A Zero-Shot Method for Non-Rigid Shape Matching via Unsupervised Functional Map Regularized Reconstruction
Souhaib Attaiki
M. Ovsjanikov
3DPC
70
6
0
11 Mar 2024
Refining Segmentation On-the-Fly: An Interactive Framework for Point
  Cloud Semantic Segmentation
Refining Segmentation On-the-Fly: An Interactive Framework for Point Cloud Semantic Segmentation
Peng Zhang
Ting Wu
Jinsheng Sun
Weiqing Li
Zhiyong Su
73
1
0
11 Mar 2024
Arbitrary-Scale Point Cloud Upsampling by Voxel-Based Network with
  Latent Geometric-Consistent Learning
Arbitrary-Scale Point Cloud Upsampling by Voxel-Based Network with Latent Geometric-Consistent Learning
Hang Du
Xuejun Yan
Jingjing Wang
Di Xie
Shiliang Pu
3DPC
63
6
0
08 Mar 2024
DEMOS: Dynamic Environment Motion Synthesis in 3D Scenes via Local
  Spherical-BEV Perception
DEMOS: Dynamic Environment Motion Synthesis in 3D Scenes via Local Spherical-BEV Perception
Jing-yu Gong
Min Wang
Wentao Liu
Chao Qian
Zhizhong Zhang
Yuan Xie
Lizhuang Ma
69
0
0
04 Mar 2024
Region-Transformer: Self-Attention Region Based Class-Agnostic Point
  Cloud Segmentation
Region-Transformer: Self-Attention Region Based Class-Agnostic Point Cloud Segmentation
Dipesh Gyawali
Jian Zhang
B. Karki
ViT3DPC
77
0
0
03 Mar 2024
NeRF-Det++: Incorporating Semantic Cues and Perspective-aware Depth
  Supervision for Indoor Multi-View 3D Detection
NeRF-Det++: Incorporating Semantic Cues and Perspective-aware Depth Supervision for Indoor Multi-View 3D Detection
Chenxi Huang
Yuenan Hou
Weicai Ye
Di Huang
Xiaoshui Huang
Binbin Lin
Deng Cai
Wanli Ouyang
3DV3DPCMDE
76
1
0
22 Feb 2024
Towards Spatially-Lucid AI Classification in Non-Euclidean Space: An Application for MxIF Oncology Data
Towards Spatially-Lucid AI Classification in Non-Euclidean Space: An Application for MxIF Oncology Data
Majid Farhadloo
Arun Sharma
Jayant Gupta
Alexey A. Leontovich
Svetomir N. Markovic
Shashi Shekhar
172
5
0
22 Feb 2024
A Literature Review of Literature Reviews in Pattern Analysis and
  Machine Intelligence
A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence
Penghai Zhao
Xin Zhang
Ming-Ming Cheng
Jian Yang
Xiang Li
115
1
0
20 Feb 2024
Advancements in Point Cloud-Based 3D Defect Detection and Classification
  for Industrial Systems: A Comprehensive Survey
Advancements in Point Cloud-Based 3D Defect Detection and Classification for Industrial Systems: A Comprehensive Survey
Anju Rani
D. O. Arroyo
Petar Durdevic
3DPC
108
12
0
20 Feb 2024
Towards Explainable LiDAR Point Cloud Semantic Segmentation via Gradient
  Based Target Localization
Towards Explainable LiDAR Point Cloud Semantic Segmentation via Gradient Based Target Localization
A. Kuriyal
Vaibhav Kumar
3DPC
46
1
0
19 Feb 2024
Semantically-aware Neural Radiance Fields for Visual Scene
  Understanding: A Comprehensive Review
Semantically-aware Neural Radiance Fields for Visual Scene Understanding: A Comprehensive Review
Thang-Anh-Quan Nguyen
Amine Bourki
Mátyás Macudzinski
Anthony Brunel
M. Bennamoun
123
13
0
17 Feb 2024
Exploring the Relationship: Transformative Adaptive Activation Functions
  in Comparison to Other Activation Functions
Exploring the Relationship: Transformative Adaptive Activation Functions in Comparison to Other Activation Functions
Vladimír Kunc
90
2
0
14 Feb 2024
Optimizing Sparse Convolution on GPUs with CUDA for 3D Point Cloud
  Processing in Embedded Systems
Optimizing Sparse Convolution on GPUs with CUDA for 3D Point Cloud Processing in Embedded Systems
Chester Luo
Kevin Lai
3DPC
58
0
0
12 Feb 2024
Classifying point clouds at the facade-level using geometric features
  and deep learning networks
Classifying point clouds at the facade-level using geometric features and deep learning networks
Yue Tan
Olaf Wysocki
L. Hoegner
Uwe Stilla
3DPC
80
4
0
09 Feb 2024
On the Completeness of Invariant Geometric Deep Learning Models
On the Completeness of Invariant Geometric Deep Learning Models
Zian Li
Xiyuan Wang
Shijia Kang
Muhan Zhang
99
3
0
07 Feb 2024
A Bayesian cluster validity index
A Bayesian cluster validity index
Nathakhun Wiroonsri
Onthada Preedasawakul
37
3
0
03 Feb 2024
Advances in 3D Generation: A Survey
Advances in 3D Generation: A Survey
Xiaoyu Li
Qi Zhang
Di Kang
Weihao Cheng
Yiming Gao
Jingbo Zhang
Zhihao Liang
Jing Liao
Yan-Pei Cao
Ying Shan
154
43
0
31 Jan 2024
Harnessing Deep Learning of Point Clouds for Inverse Control of 3D Shape
  Morphing
Harnessing Deep Learning of Point Clouds for Inverse Control of 3D Shape Morphing
Jue Wang
Dhirodaatto Sarkar
J. Suo
Alex Chortos
59
2
0
26 Jan 2024
Adaptive Point Transformer
Adaptive Point Transformer
Alessandro Baiocchi
Indro Spinelli
Alessandro Nicolosi
Simone Scardapane
61
0
0
26 Jan 2024
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration
Yifan Zhang
Siyu Ren
Junhui Hou
Jinjian Wu
Guangming Shi
Guangming Shi
SSL3DPC
284
3
0
23 Jan 2024
Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering
Scalable 3D Panoptic Segmentation As Superpoint Graph Clustering
Damien Robert
Hugo Raguet
Loic Landrieu
73
13
0
12 Jan 2024
iDet3D: Towards Efficient Interactive Object Detection for LiDAR Point
  Clouds
iDet3D: Towards Efficient Interactive Object Detection for LiDAR Point Clouds
Dongmin Choi
Wonwoo Cho
Kangyeol Kim
Jaegul Choo
3DPC
73
2
0
24 Dec 2023
Deformable 3D Gaussian Splatting for Animatable Human Avatars
Deformable 3D Gaussian Splatting for Animatable Human Avatars
Hyunjun Jung
Nikolas Brasch
Jifei Song
Eduardo Pérez-Pellitero
Yiren Zhou
Zhihao Li
Nassir Navab
Benjamin Busam
3DGS
117
33
0
22 Dec 2023
Self-supervised Learning for Enhancing Geometrical Modeling in 3D-Aware
  Generative Adversarial Network
Self-supervised Learning for Enhancing Geometrical Modeling in 3D-Aware Generative Adversarial Network
Jiarong Guo
Xiaogang Xu
Hengshuang Zhao
75
1
0
19 Dec 2023
FAKEPCD: Fake Point Cloud Detection via Source Attribution
FAKEPCD: Fake Point Cloud Detection via Source Attribution
Y. Qu
Zhikun Zhang
Yun Shen
Michael Backes
Yang Zhang
3DPC
69
0
0
18 Dec 2023
Random resistive memory-based deep extreme point learning machine for
  unified visual processing
Random resistive memory-based deep extreme point learning machine for unified visual processing
Shaocong Wang
Yizhao Gao
Yi Li
Woyu Zhang
Yifei Yu
...
Zhongrui Wang
Dashan Shang
Qi Liu
Kwang-Ting Cheng
Ming-Yuan Liu
58
0
0
14 Dec 2023
Open-Pose 3D Zero-Shot Learning: Benchmark and Challenges
Open-Pose 3D Zero-Shot Learning: Benchmark and Challenges
Weiguang Zhao
Guanyu Yang
Rui Zhang
Chenru Jiang
Chaolong Yang
Yuyao Yan
Amir Hussain
Kaizhu Huang
VLM
72
5
0
12 Dec 2023
OpenSight: A Simple Open-Vocabulary Framework for LiDAR-Based Object
  Detection
OpenSight: A Simple Open-Vocabulary Framework for LiDAR-Based Object Detection
Hu Zhang
Jianhua Xu
Tao Tang
Haiyang Sun
Xin Yu
Zi Huang
Kaicheng Yu
ObjD3DPC
81
12
0
12 Dec 2023
Weakly Supervised Point Cloud Segmentation via Conservative Propagation of Scene-level Labels
Weakly Supervised Point Cloud Segmentation via Conservative Propagation of Scene-level Labels
Shaobo Xia
Jun Yue
Kacper Kania
Leyuan Fang
Andrea Tagliasacchi
K. M. Yi
Weiwei Sun
3DPC
66
3
0
11 Dec 2023
FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation
FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation
Xiang Xu
Lingdong Kong
Hui Shuai
Qingshan Liu
3DPC
137
27
0
07 Dec 2023
SE-LIO: Semantics-enhanced Solid-State-LiDAR-Inertial Odometry for
  Tree-rich Environments
SE-LIO: Semantics-enhanced Solid-State-LiDAR-Inertial Odometry for Tree-rich Environments
Tisheng Zhang
Linfu Wei
Hailiang Tang
Liqiang Wang
Man Yuan
Xiaoji Niu
65
0
0
04 Dec 2023
Minuet: Accelerating 3D Sparse Convolutions on GPUs
Minuet: Accelerating 3D Sparse Convolutions on GPUs
Jiacheng Yang
Christina Giannoula
Jun Wu
Mostafa Elhoushi
James Gleeson
Gennady Pekhimenko
3DPC
57
2
0
01 Dec 2023
Which One? Leveraging Context Between Objects and Multiple Views for
  Language Grounding
Which One? Leveraging Context Between Objects and Multiple Views for Language Grounding
Chancharik Mitra
Abrar Anwar
Rodolfo Corona
Dan Klein
Trevor Darrell
Jesse Thomason
52
1
0
12 Nov 2023
3DFusion, A real-time 3D object reconstruction pipeline based on
  streamed instance segmented data
3DFusion, A real-time 3D object reconstruction pipeline based on streamed instance segmented data
Xi Sun
Derek Jacoby
Yvonne Coady
47
0
0
11 Nov 2023
Deep learning for 3D Object Detection and Tracking in Autonomous
  Driving: A Brief Survey
Deep learning for 3D Object Detection and Tracking in Autonomous Driving: A Brief Survey
Yang Peng
3DPC
71
4
0
10 Nov 2023
On Characterizing the Evolution of Embedding Space of Neural Networks
  using Algebraic Topology
On Characterizing the Evolution of Embedding Space of Neural Networks using Algebraic Topology
Suryaka Suresh
Bishshoy Das
V. Abrol
Sumantra Dutta Roy
40
3
0
08 Nov 2023
Transformation Decoupling Strategy based on Screw Theory for
  Deterministic Point Cloud Registration with Gravity Prior
Transformation Decoupling Strategy based on Screw Theory for Deterministic Point Cloud Registration with Gravity Prior
Xinyi Li
Zijian Ma
Yinlong Liu
Walter Zimmer
Hu Cao
Feihu Zhang
Alois Knoll
72
1
0
02 Nov 2023
Decodable and Sample Invariant Continuous Object Encoder
Decodable and Sample Invariant Continuous Object Encoder
Dehao Yuan
Furong Huang
Cornelia Fermuller
Yiannis Aloimonos
58
2
0
31 Oct 2023
Annotator: A Generic Active Learning Baseline for LiDAR Semantic
  Segmentation
Annotator: A Generic Active Learning Baseline for LiDAR Semantic Segmentation
Binhui Xie
Shuang Li
Qingju Guo
Chi Harold Liu
Xinjing Cheng
VLM
101
9
0
31 Oct 2023
Deep Learning-based Compressed Domain Multimedia for Man and Machine: A
  Taxonomy and Application to Point Cloud Classification
Deep Learning-based Compressed Domain Multimedia for Man and Machine: A Taxonomy and Application to Point Cloud Classification
Abdelrahman Seleem
André F. R. Guarda
Nuno M. M. Rodrigues
Fernando Pereira
48
6
0
28 Oct 2023
Unsupervised Representation Learning for Diverse Deformable Shape
  Collections
Unsupervised Representation Learning for Diverse Deformable Shape Collections
Sara Hahner
Souhaib Attaiki
Jochen Garcke
M. Ovsjanikov
66
1
0
27 Oct 2023
Recent Advances in Multi-modal 3D Scene Understanding: A Comprehensive
  Survey and Evaluation
Recent Advances in Multi-modal 3D Scene Understanding: A Comprehensive Survey and Evaluation
Yinjie Lei
Zixuan Wang
Feng Chen
Guoqing Wang
Peng Wang
Yang Yang
93
12
0
24 Oct 2023
UE4-NeRF:Neural Radiance Field for Real-Time Rendering of Large-Scale
  Scene
UE4-NeRF:Neural Radiance Field for Real-Time Rendering of Large-Scale Scene
Jiaming Gu
Minchao Jiang
Hongsheng Li
Xiaoyuan Lu
Guangming Zhu
Syed Afaq Ali Shah
Liang Zhang
Bennamoun
AI4CE
72
20
0
20 Oct 2023
Revisiting Multi-modal 3D Semantic Segmentation in Real-world Autonomous
  Driving
Revisiting Multi-modal 3D Semantic Segmentation in Real-world Autonomous Driving
Feng Jiang
Chaoping Tu
Gang Zhang
Jun Li
Hanqing Huang
Junyu Lin
Di Feng
Jian Pu
3DPC
115
3
0
13 Oct 2023
Learning to Adapt SAM for Segmenting Cross-domain Point Clouds
Learning to Adapt SAM for Segmenting Cross-domain Point Clouds
Xidong Peng
Runnan Chen
Feng Qiao
Lingdong Kong
You-Chen Liu
Tai Wang
Xinge Zhu
Yuexin Ma
102
14
0
13 Oct 2023
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