Playing Cards Dataset
Playing Cards is an experimental object detection dataset developed at Au-Zone Technologies to evaluate embedded models in indoor scenarios.
Object Detection Benchmark (50 epochs)
COCO Metrics - RGB - (640x640) | ONNX
| Model | mAP@0.5 | mAP@0.5..0.95 |
|---|---|---|
| modelpack-csp19-small-640x640-rgb | 0.874 | 0.687 |
| modelpack-csp19-medium-640x640-rgb | 0.909 | 0.683 |
| modelpack-csp19-large-640x640-rgb | 0.926 | 0.731 |
| modelpack-csp53-nano-640x640-rgb | 0.876 | 0.706 |
| modelpack-csp53-small-640x640-rgb | 0.931 | 0.755 |
| ultralytics-yolov8n-640x640-rgb | 0.829 | 0.700 |
Timing Benchmark
Time information is not included in this validation because they can change depending on the hardware quality of the cloud servers in EdgeFirst Studio. The timing benchmarks are provided when the models are run on specific platforms such as the i.MX 8M Plus.
COCO Metrics - RGB - (640x640) | TFLite | INT8
| Model | mAP@0.5 | mAP@0.5..0.95 | Time (ms) |
|---|---|---|---|
| modelpack-csp19-small-640x640-rgb | 0.867 | 0.642 | 15.99 |
| modelpack-csp19-medium-640x640-rgb | 0.901 | 0.643 | 20.60 |
| modelpack-csp19-large-640x640-rgb | 0.909 | 0.658 | 24.46 |
| modelpack-csp53-nano-640x640-rgb | 0.862 | 0.642 | 44.08 |
| modelpack-csp53-small-640x640-rgb | 0.928 | 0.692 | 79.29 |
| ultralytics-yolov8n-640x640-rgb | 0.809 | 0.671 | 138.13 |
BSP Version
i.MX 8M Plus is flashed with NXP Yocto BSP 6.12.
Dataset Information
Groups:
- train: 1328 Images
- val: 148 images
It contains 1,476 images in total and 13 classes.
Image Gallery
License
TBA