CORE-Net vs. Baseline Methods on DroneVehicle Dataset

Performance comparison between CORE-Net and baseline methods on the DroneVehicle dataset under edge deployment constraints. The 5.5 KB Excel file was authored by Daoze Tang and last updated on April 21, 2026. It is shared under a CC-BY-4.0 license on the figshare platform.

Use Cases

• Benchmarking model efficiency for edge deployment based on the described performance comparison.
• Evaluating trade-offs between accuracy and computational cost for drone-based vision tasks.
• Comparing the CORE-Net architecture against other methods for vehicle detection from aerial imagery.

Strengths

• Dataset is small at 5.5 KB, enabling quick download and inspection.
• Has a clear, permissive license (CC-BY-4.0) for reuse.
• Provides a specific performance comparison for a named model (CORE-Net) and dataset (DroneVehicle).

Limitations

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

Provenance

Source

figshare

Freshness

Last updated 2026-04-21 17:55:15; freshness should be verified.