Browse > Computer Vision > 3D > 3D Object Classification

3D Object Classification

6 papers with code · Computer Vision
Subtask of 3D

State-of-the-art leaderboards

Trend Dataset Best Method Paper title Paper Code Compare

Latest papers without code

Octree guided CNN with Spherical Kernels for 3D Point Clouds

28 Feb 2019Huan Lei et al

We propose an octree guided neural network architecture and spherical convolutional kernel for machine learning from arbitrary 3D point clouds.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

28 Feb 2019

3DTI-Net: Learn Inner Transform Invariant 3D Geometry Features using Dynamic GCN

15 Dec 2018Guanghua Pan et al

Deep learning on point clouds has made a lot of progress recently.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

15 Dec 2018

A Graph-CNN for 3D Point Cloud Classification

28 Nov 2018Yingxue Zhang et al

Graph convolutional neural networks (Graph-CNNs) extend traditional CNNs to handle data that is supported on a graph.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

28 Nov 2018

SPNet: Deep 3D Object Classification and Retrieval using Stereographic Projection

5 Nov 2018Mohsen Yavartanoo et al

We propose an efficient Stereographic Projection Neural Network (SPNet) for learning representations of 3D objects.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

05 Nov 2018

RotationNet: Joint Object Categorization and Pose Estimation Using Multiviews From Unsupervised Viewpoints

CVPR 2018 Asako Kanezaki et al

We propose a Convolutional Neural Network (CNN)-based model ``RotationNet,'' which takes multi-view images of an object as input and jointly estimates its pose and object category.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION POSE ESTIMATION

01 Jun 2018

Spherical Convolutional Neural Network for 3D Point Clouds

21 May 2018Huan Lei et al

We propose a neural network for 3D point cloud processing that exploits `spherical' convolution kernels and octree partitioning of space.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

21 May 2018

Deep 2.5D Vehicle Classification with Sparse SfM Depth Prior for Automated Toll Systems

9 May 2018Georg Waltner et al

Furthermore due to the design of the network, at test time only the 2D camera images are required for classification which enables the usage in portable computer vision systems.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

09 May 2018

3D Object Classification via Spherical Projections

12 Dec 2017Zhangjie Cao et al

Our main idea is to project a 3D object onto a spherical domain centered around its barycenter and develop neural network to classify the spherical projection.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

12 Dec 2017

Wide and deep volumetric residual networks for volumetric image classification

18 Sep 2017Varun Arvind et al

3D shape models that directly classify objects from 3D information have become more widely implementable.

3D OBJECT CLASSIFICATION IMAGE CLASSIFICATION OBJECT CLASSIFICATION

18 Sep 2017

OctNet: Learning Deep 3D Representations at High Resolutions

CVPR 2017 Gernot Riegler et al

We present OctNet, a representation for deep learning with sparse 3D data.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION

01 Jul 2017