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ModelNet

Papers archive 2025-07-28

papers with a benchmark row: 140 · with a code link: 129 · where Syntology ran a sample: 56 (49 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (56 of 140 with a benchmark row: 49 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 140 of 140 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 1,406. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Point-PlaneNet: Plane kernel based convolutional neural network for point clouds analysis 1 1 1 May 2020 not harvested
PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling 1 1 1 Mar 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
Geometric Back-projection Network for Point Cloud Classification 2 1 28 Nov 2019 not harvested
DeepGCNs: Making GCNs Go as Deep as CNNs 4 1 15 Oct 2019 official (archive's flag): 4 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Spherical Kernel for Efficient Graph Convolution on 3D Point Clouds 3 1 20 Sep 2019 official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified
ShellNet: Efficient Point Cloud Convolutional Neural Networks using Concentric Shells Statistics 1 1 17 Aug 2019 not harvested
Interpolated Convolutional Networks for 3D Point Cloud Understanding 0 1 13 Aug 2019 not harvested
Multi-Angle Point Cloud-VAE: Unsupervised Feature Learning for 3D Point Clouds from Multiple Angles by Joint Self-Reconstruction and Half-to-Half Prediction 0 1 30 Jul 2019 not harvested
KPConv: Flexible and Deformable Convolution for Point Clouds 10 1 18 Apr 2019 official (archive's flag): 4 ran · 9 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 4 where Syntology's instrument failed) · 3 unverified (3 pointer-only for licence)
A-CNN: Annularly Convolutional Neural Networks on Point Clouds 1 1 16 Apr 2019 not harvested
Relation-Shape Convolutional Neural Network for Point Cloud Analysis 4 1 16 Apr 2019 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified
Self-Supervised Deep Learning on Point Clouds by Reconstructing Space 0 1 24 Jan 2019 not harvested
3D Point Capsule Networks 2 1 27 Dec 2018 not harvested
PointCNN: Convolution On X-Transformed Points 1 4 1 Dec 2018 not harvested
PointConv: Deep Convolutional Networks on 3D Point Clouds 9 1 17 Nov 2018 official (archive's flag): 1 ran · 14 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 7 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
View Inter-Prediction GAN: Unsupervised Representation Learning for 3D Shapes by Learning Global Shape Memories to Support Local View Predictions 0 1 7 Nov 2018 not harvested
Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-based Sequence to Sequence Network 0 1 6 Nov 2018 not harvested
PointGrid: A Deep Network for 3D Shape Understanding 1 1 1 Jun 2018 not harvested
SpiderCNN: Deep Learning on Point Sets with Parameterized Convolutional Filters 1 1 30 Mar 2018 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Point Convolutional Neural Networks by Extension Operators 1 1 27 Mar 2018 not harvested
Local Spectral Graph Convolution for Point Set Feature Learning 1 1 15 Mar 2018 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 11 unverified (2 pointer-only for licence)
General-Purpose Deep Point Cloud Feature Extractor 1 3 12 Mar 2018 not harvested
SO-Net: Self-Organizing Network for Point Cloud Analysis 3 2 12 Mar 2018 official (archive's flag): 5 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Dynamic Graph CNN for Learning on Point Clouds 21 5 24 Jan 2018 official (archive's flag): 1 ran · 16 ran (of which 5 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 9 where Syntology's instrument failed) · 28 unverified (31 pointer-only for licence)
PointCNN: Convolution On 𝒳-Transformed Points 16 1 23 Jan 2018 not harvested
FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation 3 1 19 Dec 2017 not harvested
O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis 1 1 5 Dec 2017 not harvested
3D Point Cloud Classification and Segmentation using 3D Modified Fisher Vector Representation for Convolutional Neural Networks 3 1 22 Nov 2017 not harvested
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space 68 5 7 Jun 2017 36 ran (of which 31 constructed an object rather than computing a result; 33 with no instrument failure: 0 honoured, 0 violated, 33 with no contract checked; 3 where Syntology's instrument failed) · 31 unverified (26 pointer-only for licence)
Learning a Hierarchical Latent-Variable Model of 3D Shapes 1 1 17 May 2017 not harvested
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs 2 3 10 Apr 2017 official: not harvested · 0 ran · 2 unverified
Escape from Cells: Deep Kd-Networks for the Recognition of 3D Point Cloud Models 2 2 4 Apr 2017 not harvested
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation 110 5 2 Dec 2016 103 ran (of which 45 constructed an object rather than computing a result; 75 with no instrument failure: 0 honoured, 0 violated, 75 with no contract checked; 28 where Syntology's instrument failed) · 61 unverified (92 pointer-only for licence)
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling 3 1 24 Oct 2016 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Generative and Discriminative Voxel Modeling with Convolutional Neural Networks 2 2 15 Aug 2016 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
FPNN: Field Probing Neural Networks for 3D Data 2 1 20 May 2016 not harvested
Orientation-boosted Voxel Nets for 3D Object Recognition 0 1 12 Apr 2016 not harvested
Volumetric and Multi-View CNNs for Object Classification on 3D Data 2 2 12 Apr 2016 not harvested
Multi-view Convolutional Neural Networks for 3D Shape Recognition 0 1 5 May 2015 not harvested
3D ShapeNets: A Deep Representation for Volumetric Shapes 3 1 22 Jun 2014 not harvested