Pid Object Detection: Images of Industrial Valves and Pumps

A dataset of 152 images for object detection, created by DanielCerda and last updated on October 28, 2023. It contains labeled images of industrial process and instrumentation diagram (PID) objects. The data is split into 128 training, 12 validation, and 12 test images.

Use Cases

• Train object detection models to identify ball valves in industrial images.
• Benchmark model performance on detecting butterfly valves and gate valves.
• Fine-tune pre-trained vision models for recognizing centrifugal pumps.
• Develop systems for automated visual inspection of check valves in process diagrams.
• Create educational material for computer vision applied to industrial components.

Strengths

• Provides a clear train/validation/test split with 128, 12, and 12 images respectively.
• Labels five specific industrial object classes: ball-valve, butterfly-valve, centrifugal-pump, check-valve, and gate-valve.

Limitations

• The dataset is relatively small, with only 152 total images.
• Column-level documentation is absent; field semantics must be inferred after download.
• Last updated 2023-10-28 01:50:16; freshness should be verified.

Provenance

Source

DanielCerda via Hugging Face.

Freshness

Last updated 2023-10-28 01:50:16.