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SOTA Point Cloud Reconstruction benchmarks and papers with code | Wizwand
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Point Cloud Reconstruction
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ModelNet40 (test)
PCoTTA
CD (Round 1)
6.3
19
3d ago
DTU (evaluation)
Gipuma
Accuracy Error (mm)
0.283
16
3d ago
DTU high-resolution (test)
PatchmatchNet
Accuracy
42.7
16
3d ago
DTU 1 (test)
COLMAP
Accuracy
40
15
3d ago
DTU (test)
PatchmatchNet
Accuracy
42.7
15
3d ago
Pelvis
CASI (L_indep)
ASSD
1.76
12
3d ago
ScanNet-50 11
LiteVGGT
Chamfer Distance (CD)
0.365
11
3d ago
DyCheck
DAS3R
Accuracy (Mean)
1.772
6
2d ago
ScanNet 50 11 (96 images)
LiteVGGT
CD
0.329
6
3d ago
KITTI Road
Nearest Neighbor
RMSEz
0.11
6
3d ago
KITTI Campus
Nearest Neighbor
RMSEz
0.146
6
3d ago
KITTI Person
Nearest Neighbor
RMSEz
0.11
6
3d ago
KITTI City
Nearest Neighbor
RMSEz
0.131
6
3d ago
KITTI Residential
Nearest Neighbor
RMSEz
0.174
6
3d ago
Femur
CASI (L_indep)
ASSD
1.95
6
3d ago
Animodel-Points
DualPM
RMS CD (Horse, cm)
4.3
6
3d ago
ScanNet 50 11 (1000 images)
LiteVGGT
CD
0.428
5
3d ago
DTU
VGGT
Accuracy
0.508
5
3d ago
ICL-NUIM 20 (test)
PointMixer
CD
2.43
5
3d ago
ScanNet 9 (test)
PointMixer
CD
2.74
5
3d ago
ShapeNet Part 87 (test)
PointMixer
Chamfer Distance
1.11
5
3d ago
ShapeNetCore13 v1 (test)
Oracle
Chamfer Distance (CD)
0.85
5
3d ago
Thingi32, DeepFashion3D, and Objaverse (test)
DMesh
F1
88.6
5
3d ago
ModelNet40 Epoch 200 (test)
IS-EBSW-e
SW2 Error
2.04
4
3d ago
ModelNet40 Epoch 100 (test)
IS-EBSW-e
SW2
2.18
4
3d ago
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