COCO Detection Model Zoo

Documentation Models
1

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 detection model zoo offers a variety of models trained with the Ultralytics repository.

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 INT8 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 0.4782 –
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 –