COCO Detection
Dataset
| Dataset Name | Training Images | Validation Images | Class Labels | License |
|---|---|---|---|---|
| COCO | 117,266 | 5,000 | 80 classes | Annotations under CC BY 4.0 |
Model Zoo
DeGirum's COCO dataset detection model zoo consists of a variety of models gathered and trained using ultralytics repository.
• The N2X models are located at N2X models' zoo.
• The OPENVINO models are located at OPENVINO models' zoo.
• The RKNN models are located at RKNN models' zoo.
| Model Architecture | Input Size | Precision | Runtime | Device Type | mAP 50-95 | mAP 50 | FPS |
|---|---|---|---|---|---|---|---|
| yolov5n_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.2397 | 0.4063 | 122.4 |
| yolov5n_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.2518 | 0.4187 | -- |
| yolov5n_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.2532 | 0.4205 | -- |
| yolov5nu_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.3133 | 0.4613 | 108.3 |
| yolov5nu_relu6_coco | 640x640 | INT8 | RKNN | RK3588 | 0.3192 | 0.4664 | -- |
| yolov5nu_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.32 | 0.4675 | -- |
| yolov5nu_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.3211 | 0.4688 | -- |
| yolov5nu_silu_coco | 640x640 | INT8 | N2X | ORCA1 | 0.3169 | 0.4634 | -- |
| yolov5nu_silu_coco | 640x640 | INT8 | RKNN | RK3588 | 0.3356 | 0.4862 | -- |
| yolov5nu_silu_coco | 640x640 | INT8 | OPENVINO | CPU | 0.3369 | 0.4879 | -- |
| yolov5nu_silu_coco | 640x640 | FP32 | OPENVINO | CPU | 0.3382 | 0.4906 | -- |
| yolov8n_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.3403 | 0.4899 | 98.8 |
| yolov8n_relu6_coco | 640x640 | INT8 | RKNN | RK3588 | 0.3516 | 0.5025 | -- |
| yolov8n_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.3507 | 0.5009 | -- |
| yolov8n_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.3528 | 0.5041 | -- |
| yolov8n_silu_coco | 640x640 | INT8 | N2X | ORCA1 | 0.3522 | 0.5017 | -- |
| yolov8n_silu_coco | 640x640 | INT8 | RKNN | RK3588 | 0.3677 | 0.5187 | -- |
| yolov8n_silu_coco | 640x640 | INT8 | OPENVINO | CPU | 0.3701 | 0.5227 | -- |
| yolov8n_silu_coco | 640x640 | FP32 | OPENVINO | CPU | 0.3723 | 0.5247 | -- |
| yolov5s_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.3398 | 0.5303 | 58.0 |
| yolov5s_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.3528 | 0.5397 | -- |
| yolov5s_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.3548 | 0.5415 | -- |
| yolov5su_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.4061 | 0.5712 | 49.0 |
| yolov5su_relu6_coco | 640x640 | INT8 | RKNN | RK3588 | 0.4099 | 0.5764 | -- |
| yolov5su_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.4103 | 0.576 | -- |
| yolov5su_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.4109 | 0.5765 | -- |
| yolov5su_silu_coco | 640x640 | INT8 | N2X | ORCA1 | 0.4132 | 0.581 | -- |
| yolov5su_silu_coco | 640x640 | INT8 | RKNN | RK3588 | 0.4244 | 0.5924 | -- |
| yolov5su_silu_coco | 640x640 | INT8 | OPENVINO | CPU | 0.4248 | 0.5923 | -- |
| yolov5su_silu_coco | 640x640 | FP32 | OPENVINO | CPU | 0.427 | 0.5952 | -- |
| yolov8s_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.4317 | 0.5974 | 41.2 |
| yolov8s_relu6_coco | 640x640 | INT8 | RKNN | RK3588 | 0.4367 | 0.6027 | -- |
| yolov8s_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.4373 | 0.602 | -- |
| yolov8s_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.4379 | 0.6028 | -- |
| yolov8s_silu_coco | 640x640 | INT8 | N2X | ORCA1 | 0.4414 | 0.6075 | -- |
| yolov8s_silu_coco | 640x640 | INT8 | RKNN | RK3588 | 0.4469 | 0.6139 | -- |
| yolov8s_silu_coco | 640x640 | INT8 | OPENVINO | CPU | 0.4471 | 0.6136 | -- |
| yolov8s_silu_coco | 640x640 | FP32 | OPENVINO | CPU | 0.4486 | 0.6152 | -- |
| yolov5m_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.4021 | 0.5949 | 23.7 |
| yolov5m_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.4211 | 0.6031 | -- |
| yolov5m_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.4236 | 0.6046 | -- |
| yolov8m_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.4837 | 0.6528 | 16.4 |
| yolov8m_relu6_coco | 640x640 | INT8 | RKNN | RK3588 | 0.4887 | 0.6571 | -- |
| yolov8m_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.4881 | 0.6554 | -- |
| yolov8m_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.4892 | 0.6571 | -- |
| yolov8m_silu_coco | 640x640 | INT8 | OPENVINO | CPU | 0.4783 | 0.647 | -- |
| yolov8m_silu_coco | 640x640 | FP32 | OPENVINO | CPU | 0.4878 | 0.6551 | -- |
| yolov8l_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.5083 | 0.6731 | 6.7 |
| yolov8l_relu6_coco | 640x640 | INT8 | RKNN | RK3588 | 0.517 | 0.6833 | -- |
| yolov8l_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.5163 | 0.6823 | -- |
| yolov8l_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.5161 | 0.6824 | -- |
| yolov8l_silu_coco | 640x640 | INT8 | OPENVINO | CPU | 0.5063 | 0.6773 | -- |
| yolov8l_silu_coco | 640x640 | FP32 | OPENVINO | CPU | 0.5137 | 0.6828 | -- |
| yolov8x_relu6_coco | 640x640 | INT8 | N2X | ORCA1 | 0.5180 | 0.6871 | 1.8 |
| yolov8x_relu6_coco | 640x640 | INT8 | RKNN | RK3588 | 0.5234 | 0.6954 | -- |
| yolov8x_relu6_coco | 640x640 | INT8 | OPENVINO | CPU | 0.5227 | 0.6951 | -- |
| yolov8x_relu6_coco | 640x640 | FP32 | OPENVINO | CPU | 0.5244 | 0.6961 | -- |
| yolov8x_silu_coco | 640x640 | INT8 | RKNN | RK3588 | 0.5335 | 0.7033 | -- |
| yolov8x_silu_coco | 640x640 | INT8 | OPENVINO | CPU | 0.5341 | 0.7042 | -- |
| yolov8x_silu_coco | 640x640 | FP32 | OPENVINO | CPU | 0.5357 | 0.7052 | -- |