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4 months ago

Open3D: A Modern Library for 3D Data Processing

Qian-Yi Zhou; Jaesik Park; Vladlen Koltun

Open3D: A Modern Library for 3D Data Processing

Abstract

Open3D is an open-source library that supports rapid development of software that deals with 3D data. The Open3D frontend exposes a set of carefully selected data structures and algorithms in both C++ and Python. The backend is highly optimized and is set up for parallelization. Open3D was developed from a clean slate with a small and carefully considered set of dependencies. It can be set up on different platforms and compiled from source with minimal effort. The code is clean, consistently styled, and maintained via a clear code review mechanism. Open3D has been used in a number of published research projects and is actively deployed in the cloud. We welcome contributions from the open-source community.

Code Repositories

IntelVCL/Open3D
tf
Mentioned in GitHub
isl-org/Open3D
pytorch
Mentioned in GitHub
LONG-9621/open3d_2
Mentioned in GitHub
contiliosung/open3D
pytorch
Mentioned in GitHub
isl-org/Open3D-ML
pytorch
Mentioned in GitHub
sumo-agarwal/open3d
Mentioned in GitHub
intel-isl/Open3D
tf
Mentioned in GitHub
kylevedder/SparsePointPillars
pytorch
Mentioned in GitHub
intel-isl/Open3D-ML
tf
Mentioned in GitHub
bigeyesung/test1
pytorch
Mentioned in GitHub
luckyluckydadada/lucky-Open3D-ML-0.13
pytorch
Mentioned in GitHub
edikkesh/Open3D
Mentioned in GitHub
NomitRwt/DiplomaProject
Mentioned in GitHub
HSarham/Open3D-0.9.0
Mentioned in GitHub

Benchmarks

BenchmarkMethodologyMetrics
point-cloud-registration-on-3dmatch-at-least-1ICP (P2Plane)
Recall (0.3m, 15 degrees): 6.59
point-cloud-registration-on-3dmatch-at-least-1ICP (P2Point)
Recall (0.3m, 15 degrees): 6.04

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