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Data · dataset · 2026

P2G-Spine: A Vertebral Point Cloud Dataset

Listed in ScienceDB

This dataset contains 3D point cloud models of 5526 thoracolumbar vertebrae (T7-L5), derived from the publicly available CTSpine1k CT dataset.

Description

Each point cloud is stored as a plain text (TXT) file, with each line representing a single point and containing six floating-point numbers: the first three are spatial coordinates (x, y, z), and the last three are normal vector components (nx, ny, nz). Data generation pipeline: vertebral segmentation from CT (TotalSegmentator) → 3D surface reconstruction → uniform sampling to generate point clouds.

All vertebrae have undergone manual quality control to ensure surface integrity and anatomical accuracy. The point clouds are stored in standard formats and can be directly used for pre-training of point cloud deep learning models, geometric feature learning, or self-supervised learning tasks.This dataset is part of the P2G (Point to Guide) project, aiming to provide foundational data resources for research on intelligent navigation in spinal surgery and patient-specific guide design.

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The dataset contains no patient privacy information and is freely available for academic research.

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Computed tomography 50% · Text 75%
Provenance · 1 source records, 12 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.3075611 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[modality].local:modality:ctenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (50%)
concepts[modality].local:modality:textenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
licensesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/rights
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title