A Review on Deep Learning Techniques for 3D Sensed Data Classification

Toward real-time 3D object recognition: A lightweight volumetric CNN framework using multitask learning

(2018) Shuaifeng Zhi et al.   COMPUTERS & GRAPHICS-UK

Paris-Lille-3D: A large and high-quality ground-truth urban point cloud dataset for automatic segmentation and classification

(2018) Xavier Roynard et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Deep fusion of multi-view and multimodal representation of ALS point cloud for 3D terrain scene recognition

(2018) Nannan Qin et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Monte Carlo convolution for learning on non-uniformly sampled point clouds

(2018) Pedro Hermosilla et al.   ACM TRANSACTIONS ON GRAPHICS

Geometric Deep Learning: Going beyond Euclidean data

(2017) Michael M. Bronstein et al.   IEEE SIGNAL PROCESSING MAGAZINE

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A scalable active framework for region annotation in 3D shape collections

(2016) Li Yi et al.   ACM TRANSACTIONS ON GRAPHICS

TerraMobilita/iQmulus urban point cloud analysis benchmark

(2015) Bruno Vallet et al.   COMPUTERS & GRAPHICS-UK

ViDRILO: The Visual and Depth Robot Indoor Localization with Objects information dataset

(2015) Jesus Martínez-Gómez et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Semantic point cloud interpretation based on optimal neighborhoods, relevant features and efficient classifiers

(2015) Martin Weinmann et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Rotational Projection Statistics for 3D Local Surface Description and Object Recognition

(2013) Yulan Guo et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Contextual classification of lidar data and building object detection in urban areas

(2013) Joachim Niemeyer et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Segmentation Based Classification of 3D Urban Point Clouds: A Super-Voxel Based Approach with Evaluation

(2013) Ahmad Aijazi et al.   Remote Sensing

Enhanced Computer Vision With Microsoft Kinect Sensor: A Review

(2013) Jungong Han et al.   IEEE Transactions on Cybernetics

Learning Hierarchical Features for Scene Labeling

(2012) Clement Farabet et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

3D terrestrial lidar data classification of complex natural scenes using a multi-scale dimensionality criterion: Applications in geomorphology

(2012) N. Brodu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fast High-Dimensional Filtering Using the Permutohedral Lattice

(2010) Andrew Adams et al.   COMPUTER GRAPHICS FORUM

A Concise and Provably Informative Multi-Scale Signature Based on Heat Diffusion

(2009) Jian Sun et al.   COMPUTER GRAPHICS FORUM

Real-time Object Recognition in Sparse Range Images Using Error Surface Embedding

(2009) Limin Shang et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

The Graph Neural Network Model

(2008) F. Scarselli et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS