UPID Dataset: Comparison of Object Detection Methods

Comparison with mainstream object detection methods on the public UPID dataset. The dataset is a 5.5 KB Excel file uploaded by Xiaoxiong Zhou and last updated in May 2026. It is licensed under CC-BY-4.0 and hosted on figshare.

Use Cases

• Benchmarking object detection model performance based on the described comparison.
• Analyzing the relative strengths of different detection methods on the UPID dataset.
• Validating new object detection techniques against established mainstream methods.

Strengths

• The dataset is small (5.5 KB), facilitating quick download and inspection.
• It has a clear, permissive license (CC-BY-4.0) for open use.

Limitations

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

Provenance

Source

figshare

Freshness

Last updated 2026-05-15 17:35:33; freshness should be verified.