Targeted Ablation Results for DPD Head on HIT-UAV Dataset

Targeted ablation results of cross-branch interaction in the DPD head on the HIT-UAV dataset. The 5.5 KB XLS file contains experimental metrics from model ablation studies. It was authored by Linfeng Jia and last updated in March 2026.

Use Cases

• Analyze ablation results for the Decoupled Detection Head to understand component contributions.
• Compare metrics like Scale Consistency and mAP improvements from DPCNet across ablation settings.
• Evaluate performance on Small Object Detection and Tiny Target Scales under different path interaction configurations.
• Study the impact of Spatial Guidance and Shallow Feature Interaction on model robustness from ablation data.

Strengths

• Dataset is under a permissive CC BY 4.0 license for open use.
• Provides specific ablation results for advanced detection architectures like DPD head.
• Includes tags detailing key evaluation aspects such as Scale Consistency and mAP improvements.

Limitations

• Very small data scale at only 5.5 KB, indicating limited quantitative results.
• Unknown row and column structure prevents assessment of data volume or feature completeness.
• Content is narrowly focused on ablation results for a specific model component.

Provenance

Source

figshare

Collection Method

Targeted ablation experiments on a model component.

Time Range

null

Freshness

Last updated March 2026.

Geography

null