COCO Detection

DeGirum's COCO dataset detection model zoo consists of a variety of models gathered and trained using ultralytics repository.
The training and validation datasets are obtained from the COCO dataset. The COCO training dataset is composed of 117,266 images, with the validation dataset containing 5,000 images.
Here is the link to DeGirum's COCO detection zoo.

License Claim on Datasets:
The annotations in this dataset along with this website belong to the COCO Consortium and are licensed under a Creative Commons Attribution 4.0 License.

Model Architecture Input Size Precision Runtime Device Type mAP 50-95 mAP 50 FPS
yolov5nu_relu6_coco 640x640 INT8 N2X ORCA1 0.3108 0.4583 117.9
yolov5nu_relu6_coco 640x640 INT8 TFLITE EDGETPU 0.3112 0.4584 --
yolov5nu_relu6_coco 640x640 INT8 OPENVINO CPU 0.3168 0.4643 --
yolov5nu_relu6_coco 640x640 FP32 OPENVINO CPU 0.3205 0.4688 --
yolov5nu_silu_coco 640x640 INT8 N2X ORCA1 0.3136 0.4584 --
yolov5nu_silu_coco 640x640 INT8 TFLITE EDGETPU 0.3136 0.4584 --
yolov5nu_silu_coco 640x640 INT8 OPENVINO CPU 0.3297 0.4792 --
yolov5nu_silu_coco 640x640 FP32 OPENVINO CPU 0.3376 0.4902 --
yolov8n_relu6_coco 640x640 INT8 N2X ORCA1 0.3317 0.4782 107.4
yolov8n_relu6_coco 640x640 INT8 TFLITE EDGETPU 0.3317 0.4784 --
yolov8n_relu6_coco 640x640 INT8 OPENVINO CPU 0.3402 0.4877 --
yolov8n_relu6_coco 640x640 FP32 OPENVINO CPU 0.3448 0.4941 --
yolov8n_silu_coco 640x640 INT8 N2X ORCA1 0.3470 0.4977 --
yolov8n_silu_coco 640x640 INT8 TFLITE EDGETPU 0.3462 0.4967 --
yolov8n_silu_coco 640x640 INT8 OPENVINO CPU 0.3568 0.5103 --
yolov8n_silu_coco 640x640 FP32 OPENVINO CPU 0.3639 0.5188 --
yolov5su_relu6_coco 640x640 INT8 N2X ORCA1 0.4029 0.5699 45.2
yolov5su_relu6_coco 640x640 INT8 TFLITE EDGETPU 0.4029 0.5699 --
yolov5su_relu6_coco 640x640 INT8 OPENVINO CPU 0.4070 0.5724 --
yolov5su_relu6_coco 640x640 FP32 OPENVINO CPU 0.4095 0.5760 --
yolov5su_silu_coco 640x640 INT8 N2X ORCA1 0.4123 0.5803 --
yolov5su_silu_coco 640x640 INT8 TFLITE EDGETPU 0.4123 0.5803 --
yolov5su_silu_coco 640x640 INT8 OPENVINO CPU 0.4200 0.5866 --
yolov5su_silu_coco 640x640 FP32 OPENVINO CPU 0.4256 0.5946 --
yolov8s_relu6_coco 640x640 INT8 N2X ORCA1 0.4233 0.5876 39.7
yolov8s_relu6_coco 640x640 INT8 TFLITE EDGETPU 0.4233 0.5875 --
yolov8s_relu6_coco 640x640 INT8 OPENVINO CPU 0.4263 0.5901 --
yolov8s_relu6_coco 640x640 FP32 OPENVINO CPU 0.4286 0.5930 --
yolov8s_silu_coco 640x640 INT8 N2X ORCA1 0.4285 0.5944 --
yolov8s_silu_coco 640x640 INT8 TFLITE EDGETPU 0.4293 0.5949 --
yolov8s_silu_coco 640x640 INT8 OPENVINO CPU 0.4333 0.5985 --
yolov8s_silu_coco 640x640 FP32 OPENVINO CPU 0.4391 0.6045 --