OpenCodePapers
point-cloud-registration-on-eth-trained-on-3dmatch
Point Cloud Analysis
Point Cloud Registration
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Paper
Code
Feature Matching Recall
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Recall (30cm, 5 degrees)
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ModelName
ReleaseDate
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Learning general and distinctive 3D local deep descriptors for point cloud registration
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0.982
86.54
GeDi
2021-05-21
Distinctive 3D local deep descriptors
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0.928
62.41
DIP
2020-09-01
SpinNet: Learning a General Surface Descriptor for 3D Point Cloud Registration
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0.928
73.07
SpinNet
2020-11-24
The Perfect Match: 3D Point Cloud Matching with Smoothed Densities
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0.790
PerfectMatch
2018-11-16
Challenging the Universal Representation of Deep Models for 3D Point Cloud Registration
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0.784
Greedy Grid Search
2022-11-29
End-to-End Learning Local Multi-view Descriptors for 3D Point Clouds
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0.616
LMVD
2020-03-12
D3Feat: Joint Learning of Dense Detection and Description of 3D Local Features
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0.563
D3Feat-pred
2020-03-06
Fast Point Feature Histograms (FPFH) for 3D Registration
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0.221
66.34
FPFH
2009-05-12
Learning Compact Geometric Features
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0.202
CGF
2017-09-15
3DMatch: Learning Local Geometric Descriptors from RGB-D Reconstructions
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0.169
3DMatch
2016-03-27
Fully Convolutional Geometric Features
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0.161
FCGF
2019-10-27
Addressing the generalization of 3D registration methods with a featureless baseline and an unbiased benchmark
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94.25
Exhaustive Grid Search
2024-03-23
SC2-PCR: A Second Order Spatial Compatibility for Efficient and Robust Point Cloud Registration
92.85
FCGF+SC2-PCR
2022-01-01
SC2-PCR: A Second Order Spatial Compatibility for Efficient and Robust Point Cloud Registration
85.41
FPFH+SC2-PCR
2022-01-01
You Only Hypothesize Once: Point Cloud Registration with Rotation-equivariant Descriptors
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84.85
YOHO-C
2021-09-01
You Only Hypothesize Once: Point Cloud Registration with Rotation-equivariant Descriptors
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79.94
YOHO-O
2021-09-01
PointDSC: Robust Point Cloud Registration using Deep Spatial Consistency
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77.42
FCGF+PointDSC
2021-03-09
PointDSC: Robust Point Cloud Registration using Deep Spatial Consistency
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41.94
FPFH+PointDSC
2021-03-09
GeoTransformer: Fast and Robust Point Cloud Registration with Geometric Transformer
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4.91
GeoTransformer
2023-07-25
Go-ICP: A Globally Optimal Solution to 3D ICP Point-Set Registration
1.54
GO-ICP
2016-05-11
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