Data · dataset · 2026
The Unified NPY‑Format Virtual‑Point‑Cloud Extended KITTI Dataset for Multimodal 3D Object Detection
Listed in ScienceDB
Description
This is a virtual point cloud extended version of the KITTI dataset built based on the VirConv project (github.com/hailanyi/VirConv). In the original KITTI dataset, raw LiDAR point clouds are stored in bin format, while RGB virtual point clouds are saved as npy files. The inconsistency of data formats brings difficulties to multimodal joint processing.
In this dataset, original LiDAR point clouds are converted into npy format to unify storage format for real point clouds and virtual point clouds. It supports collaborative reading, preprocessing, and network feeding of two kinds of point clouds. The dataset contains 3712 official KITTI training and validation samples, as well as odometry samples with pseudo‑labels for semi‑supervision tasks.
Read the rest (1 more)
It is compatible with VirConv‑L, VirConv‑T, and VirConv‑S multimodal 3D detectors for virtual sparse convolution-based 3D object detection experiments.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.crad.0000t ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Geoinformatics 69%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.crad.0000t | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].anzsrc:group:3704 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (69%) |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |