Datasets › S3DIS › Papers where code ran, page 1

S3DIS (Stanford 3D Indoor Scene Dataset (S3DIS))

Papers archive 2025-07-28

papers with a benchmark row: 108 · with a code link: 88 · where Syntology ran a sample: 32 (28 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (32 of 108 with a benchmark row: 28 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 32 of the 32 papers with a benchmark row here where Syntology ran at least one harvested sample (28 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

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 488. 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
Sonata: Self-Supervised Learning of Reliable Point Representations 2 2 20 Mar 2025 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified
Subspace Prototype Guidance for Mitigating Class Imbalance in Point Cloud Semantic Segmentation 1 1 20 Aug 2024 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 1 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
ConDaFormer: Disassembled Transformer with Local Structure Enhancement for 3D Point Cloud Understanding 1 1 18 Dec 2023 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 2 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
Open3DIS: Open-Vocabulary 3D Instance Segmentation with 2D Mask Guidance 1 1 17 Dec 2023 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Point Transformer V3: Simpler, Faster, Stronger 3 2 15 Dec 2023 official (archive's flag): 7 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) · 4 unverified (3 pointer-only for licence)
OpenIns3D: Snap and Lookup for 3D Open-vocabulary Instance Segmentation 1 1 1 Sep 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified
Swin3D: A Pretrained Transformer Backbone for 3D Indoor Scene Understanding 2 3 14 Apr 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Self-positioning Point-based Transformer for Point Cloud Understanding 1 1 29 Mar 2023 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
ISBNet: a 3D Point Cloud Instance Segmentation Network with Instance-aware Sampling and Box-aware Dynamic Convolution 2 1 1 Mar 2023 official (archive's flag): 16 ran · 16 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
Mask3D: Mask Transformer for 3D Semantic Instance Segmentation 1 1 6 Oct 2022 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified
Divide and Conquer: 3D Point Cloud Instance Segmentation With Point-Wise Binarization 1 1 22 Jul 2022 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
3D Instances as 1D Kernels 1 1 15 Jul 2022 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies 3 4 9 Jun 2022 official (archive's flag): 3 ran · 10 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; 6 where Syntology's instrument failed) · 7 unverified
PointVector: A Vector Representation In Point Cloud Analysis 1 2 21 May 2022 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (10 pointer-only for licence)
Surface Representation for Point Clouds 1 2 11 May 2022 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Stratified Transformer for 3D Point Cloud Segmentation 4 1 28 Mar 2022 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (5 pointer-only for licence)
Fast Point Transformer 1 1 9 Dec 2021 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning 1 1 20 Oct 2021 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 10 unverified
Instance Segmentation in 3D Scenes using Semantic Superpoint Tree Networks 1 1 17 Aug 2021 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 5 unverified
JSENet: Joint Semantic Segmentation and Edge Detection Network for 3D Point Clouds 1 1 14 Jul 2020 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified
Generative Sparse Detection Networks for 3D Single-shot Object Detection 4 1 22 Jun 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
PointGroup: Dual-Set Point Grouping for 3D Instance Segmentation 4 1 3 Apr 2020 4 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; 0 where Syntology's instrument failed) · 1 unverified
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)
RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds 9 1 25 Nov 2019 community repositories only · 4 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; 0 where Syntology's instrument failed) · 0 unverified
DeepGCNs: Making GCNs Go as Deep as CNNs 4 2 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)
Point-Voxel CNN for Efficient 3D Deep Learning 4 1 8 Jul 2019 official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Learning Object Bounding Boxes for 3D Instance Segmentation on Point Clouds 1 1 4 Jun 2019 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks 8 2 18 Apr 2019 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
KPConv: Flexible and Deformable Convolution for Point Clouds 10 2 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)
ConvPoint: Continuous Convolutions for Point Cloud Processing 1 1 4 Apr 2019 official (archive's flag): 3 ran · 4 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; 2 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Point Cloud Oversegmentation with Graph-Structured Deep Metric Learning 2 2 3 Apr 2019 official (archive's flag): 12 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation 110 2 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)