| --- |
| license: openrail++ |
| language: |
| - en |
| base_model: |
| - facebook/detr-resnet-101 |
| pipeline_tag: object-detection |
| tags: |
| - Baggage |
| --- |
| Detects 3 following classes: |
| - backpack |
| - handbag |
| - suitcase |
|
|
| network resolution = 608 * 608 |
|
|
| Loading weights from /BAG_DET_003.weights... |
|
|
| seen 64 |
|
|
| Done! Loaded 176 layers from weights-file |
|
|
| calculation mAP (mean average precision)... |
|
|
| 1204 |
|
|
| detections_count = 7337, unique_truth_count = 2997 |
| |
| class_id = 0, name = backpack, ap = 75.79% (TP = 770, FP = 162) |
|
|
| class_id = 1, name = handbag, ap = 44.53% (TP = 439, FP = 227) |
| |
| class_id = 2, name = suitcase, ap = 75.80% (TP = 503, FP = 108) |
|
|
| for conf_thresh = 0.25, precision = 0.78, recall = 0.57, F1-score = 0.66 |
| |
| for conf_thresh = 0.25, TP = 1712, FP = 497, FN = 1285, average IoU = 61.73 % |
|
|
|
|
| IoU threshold = 50 %, used Area-Under-Curve for each unique Recall |
|
|
| mean average precision (mAP@0.50) = 0.653740, or 65.37 % |
|
|
| Total Detection Time: 17.000000 Seconds |