CORE-Net: Component Ablation Study on DroneVehicle Dataset

A component ablation study for the CORE-Net model, conducted on the DroneVehicle dataset. The study was authored by Daoze Tang and published on figshare under a CC-BY-4.0 license. It was last updated on April 21, 2026.

Use Cases

• Evaluate the impact of individual model components on performance based on the ablation study results.
• Benchmark the CORE-Net architecture against other models using the DroneVehicle dataset.
• Inform model design decisions for aerial image analysis based on the component performance metrics.

Strengths

• Data is openly available under a permissive CC-BY-4.0 license.
• The study is focused on a specific, named model (CORE-Net) and dataset (DroneVehicle).

Limitations

• The dataset is very small at 5.5 KB, indicating limited scope.
• Row count and column-level documentation are absent; field semantics must be inferred after download.

Provenance

Source

figshare

Collection Method

Likely contains results from a structured ablation experiment.

Freshness

Last updated 2026-04-21 17:55:14; freshness should be verified.