Skip to content

eval_error_analysis

Inspect confusion patterns and worst examples beyond headline metrics.

Inputs

  • checkpoint
  • dataset_path
  • split
  • top_n
  • imgsz, device, conf, iou

Outputs

  • confusion entries
  • top error samples populated from saved validation predictions and ground-truth labels
  • false-positive and false-negative counts
  • evaluation duration

Examples

{"checkpoint":"run_demo","dataset_path":"~/data/mini_yolo"}
{"checkpoint":"~/models/retail.pt","dataset_path":"~/data/retail","top_n":20}
{"checkpoint":"~/models/factory.pt","dataset_path":"~/data/factory","conf":0.15}

Common Errors

  • missing dataset or checkpoint
  • malformed or unsupported validation output from the underlying Ultralytics run

eval_run, eval_compare, run_compare