Table 1 Number of images in Train, Valid, and Test sets per category.
From: Enhancing the YOLOv8 model for realtime object detection to ensure online platform safety
Datasets | Categories | |||||||
|---|---|---|---|---|---|---|---|---|
Blood | Gun | Insulting Gesture | Knife | Alcohol | Cigarette | All | ||
Images | Images | Images | Images | Images | Images | Images | ||
Normal-cases | Train | 388 | 701 | 328 | 1658 | 375 | 386 | 3836 |
Valid | 83 | 149 | 69 | 354 | 79 | 82 | 816 | |
Test | 83 | 149 | 69 | 354 | 79 | 82 | 816 | |
Subtotal | 554 | 999 | 466 | 2366 | 533 | 550 | 5468 | |
Hard-cases | Train | 696 | 398 | 187 | 574 | 686 | 1078 | 3619 |
Valid | 149 | 84 | 40 | 123 | 146 | 230 | 772 | |
Test | 149 | 84 | 40 | 123 | 146 | 230 | 772 | |
Subtotal | 994 | 566 | 267 | 820 | 978 | 1538 | 5163 | |
Total | 1548 | 1565 | 733 | 3186 | 1511 | 2088 | 10631 | |