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read_ply

Syntologyentry name in harvested coderead from the graph 2026-09-24

read_ply appears in the code Syntology harvested for 16 papers, as 12 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 1 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named read_ply do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 1 of the 12 distinct code bodies named read_ply; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
1ran
11unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 16 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

16 papers shown of 16, newest first; 16 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive; 1 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
MMGDreamer: Mixed-Modality Graph for Geometry-Controllable 3D Indoor Scene Generation 9 Feb 2025 yangzhifeio/MMGDreamer/dataset/util.py d99992e2baeb87d2 unverified MIT (permissive)
FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models 5 Nov 2024 microsoft/flexcad/utils/eval_cad.py 7ea8042cb1e765a6 unverified MIT (permissive)
Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain Adaptation 6 Sep 2024 valeoai/ttyd/datasets/semantic_kitti.py 2dd532d51a1cbc79 ran no licence file found · pointer only
BrepGen: A B-rep Generative Diffusion Model with Structured Latent Geometry 28 Jan 2024 samxuxiang/brepgen/pc_metric.py 7ea8042cb1e765a6 unverified no licence file found · pointer only
StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning 24 May 2022 iglict/stylizednerf/utils.py c6f78245da55a3f8 unverified MIT (permissive)
Lepard: Learning partial point cloud matching in rigid and deformable scenes 24 Nov 2021 rabbityl/lepard/lib/ply.py b6122b5ef2c0c4e9 unverified MIT (permissive)
KITTI-360: A Novel Dataset and Benchmarks for Urban Scene Understanding in 2D and 3D 28 Sep 2021 autonomousvision/kitti360scripts/kitti360scripts/helpers/ply.py 1e26a8ee45f6722c unverified MIT (permissive)
Omni-supervised Point Cloud Segmentation via Gradual Receptive Field Component Reasoning 21 May 2021 azuki-miho/RFCR/RandLA_Net_S3DIS/helper_ply.py 1e26a8ee45f6722c unverified MIT (permissive)
DeepCAD: A Deep Generative Network for Computer-Aided Design Models 20 May 2021 ChrisWu1997/DeepCAD/pc2cad_train.py 918976217124e145 unverified MIT (permissive)
One Thing One Click: A Self-Training Approach for Weakly Supervised 3D Semantic Segmentation 6 Apr 2021 PointCloudYC/SQN_tensorflow/helper_ply.py 1e26a8ee45f6722c unverified MIT (permissive)
Towards Semantic Segmentation of Urban-Scale 3D Point Clouds: A Dataset, Benchmarks and Challenges 7 Sep 2020 QingyongHu/SensatUrban/helper_ply.py 1e26a8ee45f6722c unverified MIT (permissive)
TEASER: Fast and Certifiable Point Cloud Registration 21 Jan 2020 mit-spark/kiss-matcher/python/kiss_matcher/io_utils.py d33d4de02bd79322 unverified MIT (permissive)
Deep Mesh Reconstruction from Single RGB Images via Topology Modification Networks 1 Sep 2019 jnypan/TMNet/auxiliary/ply.py db21141e2af6f077 unverified MIT (permissive)
Unsupervised Deep Learning for Structured Shape Matching 10 Dec 2018 pvnieo/SURFMNet-pytorch/surfmnet/utils/io.py 5afbd385bcee8a31 unverified MIT (permissive)
GSPN: Generative Shape Proposal Network for 3D Instance Segmentation in Point Cloud 8 Dec 2018 ericyi/GSPN/utils/io_util.py 62046c0483d24f55 unverified MIT (permissive)
arXiv:Rong_RepKPU_Point_Cloud_Upsampling_with_Kernel_Point_Representation_and_Deformation_CVPR_2024_paper EasyRy/RepKPU/models/kernel_points/plyutils.py bad1e83ad4f5845d unverified MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections