Ablation Study of Improved PointNet on KITTI and NuScenes Datasets

5.5 KB of tabular results from an ablation study of an improved PointNet model, authored by Nan Zhang and shared under a CC-BY-4.0 license. The dataset was last updated on June 1, 2026, and is hosted on figshare.

Use Cases

• Compare model performance variations based on the ablation study results.
• Benchmark improvements to PointNet architectures against established datasets.
• Inform the design of point cloud neural networks for autonomous driving applications.

Strengths

• Dataset is small (5.5 KB), facilitating quick download and inspection.
• Shared under a permissive CC-BY-4.0 license, allowing for reuse and modification.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• Description metadata is limited; actual data quality requires manual inspection.

Provenance

Source

figshare

Freshness

Last updated 2026-06-01 17:50:49; freshness should be verified.