YOLOv8-Detection: Optimized for Mobile Deployment

Real-time object detection optimized for mobile and edge by Ultralytics

Ultralytics YOLOv8 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This model is an implementation of YOLOv8-Detection found here.

More details on model performance across various devices, can be found here.

Model Details

  • Model Type: Model_use_case.object_detection
  • Model Stats:
    • Model checkpoint: YOLOv8-N
    • Input resolution: 640x640
    • Number of parameters: 3.18M
    • Model size (float): 12.2 MB
    • Model size (w8a8): 3.26 MB
Model Precision Device Chipset Target Runtime Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit Target Model
YOLOv8-Detection float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 16.523 ms 0 - 40 MB NPU --
YOLOv8-Detection float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_DLC 13.669 ms 3 - 98 MB NPU --
YOLOv8-Detection float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 8.449 ms 0 - 38 MB NPU --
YOLOv8-Detection float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN_DLC 8.269 ms 5 - 44 MB NPU --
YOLOv8-Detection float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 5.639 ms 0 - 22 MB NPU --
YOLOv8-Detection float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_DLC 3.551 ms 0 - 54 MB NPU --
YOLOv8-Detection float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 7.189 ms 0 - 40 MB NPU --
YOLOv8-Detection float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_DLC 5.212 ms 2 - 120 MB NPU --
YOLOv8-Detection float SA7255P ADP Qualcomm® SA7255P TFLITE 16.523 ms 0 - 40 MB NPU --
YOLOv8-Detection float SA7255P ADP Qualcomm® SA7255P QNN_DLC 13.669 ms 3 - 98 MB NPU --
YOLOv8-Detection float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 5.857 ms 0 - 20 MB NPU --
YOLOv8-Detection float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_DLC 3.551 ms 0 - 55 MB NPU --
YOLOv8-Detection float SA8295P ADP Qualcomm® SA8295P TFLITE 9.577 ms 0 - 27 MB NPU --
YOLOv8-Detection float SA8295P ADP Qualcomm® SA8295P QNN_DLC 7.248 ms 3 - 34 MB NPU --
YOLOv8-Detection float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 5.728 ms 0 - 21 MB NPU --
YOLOv8-Detection float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_DLC 3.543 ms 0 - 67 MB NPU --
YOLOv8-Detection float SA8775P ADP Qualcomm® SA8775P TFLITE 7.189 ms 0 - 40 MB NPU --
YOLOv8-Detection float SA8775P ADP Qualcomm® SA8775P QNN_DLC 5.212 ms 2 - 120 MB NPU --
YOLOv8-Detection float Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile TFLITE 5.766 ms 0 - 21 MB NPU --
YOLOv8-Detection float Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile QNN_DLC 3.544 ms 0 - 61 MB NPU --
YOLOv8-Detection float Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile ONNX 5.577 ms 0 - 50 MB NPU --
YOLOv8-Detection float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 4.131 ms 0 - 52 MB NPU --
YOLOv8-Detection float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_DLC 2.659 ms 5 - 227 MB NPU --
YOLOv8-Detection float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 3.935 ms 0 - 181 MB NPU --
YOLOv8-Detection float Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile TFLITE 4.038 ms 0 - 48 MB NPU --
YOLOv8-Detection float Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile QNN_DLC 2.429 ms 5 - 120 MB NPU --
YOLOv8-Detection float Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile ONNX 3.013 ms 4 - 89 MB NPU --
YOLOv8-Detection float Snapdragon X Elite CRD Snapdragon® X Elite QNN_DLC 4.22 ms 5 - 5 MB NPU --
YOLOv8-Detection float Snapdragon X Elite CRD Snapdragon® X Elite ONNX 5.953 ms 5 - 5 MB NPU --
YOLOv8-Detection w8a16 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_DLC 6.949 ms 2 - 32 MB NPU --
YOLOv8-Detection w8a16 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN_DLC 4.269 ms 2 - 42 MB NPU --
YOLOv8-Detection w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_DLC 3.468 ms 2 - 12 MB NPU --
YOLOv8-Detection w8a16 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_DLC 4.038 ms 1 - 33 MB NPU --
YOLOv8-Detection w8a16 RB3 Gen 2 (Proxy) Qualcomm® QCS6490 (Proxy) QNN_DLC 13.288 ms 2 - 36 MB NPU --
YOLOv8-Detection w8a16 SA7255P ADP Qualcomm® SA7255P QNN_DLC 6.949 ms 2 - 32 MB NPU --
YOLOv8-Detection w8a16 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_DLC 3.539 ms 2 - 12 MB NPU --
YOLOv8-Detection w8a16 SA8295P ADP Qualcomm® SA8295P QNN_DLC 4.756 ms 1 - 34 MB NPU --
YOLOv8-Detection w8a16 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_DLC 3.503 ms 2 - 11 MB NPU --
YOLOv8-Detection w8a16 SA8775P ADP Qualcomm® SA8775P QNN_DLC 4.038 ms 1 - 33 MB NPU --
YOLOv8-Detection w8a16 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile QNN_DLC 3.498 ms 2 - 12 MB NPU --
YOLOv8-Detection w8a16 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile ONNX 8.876 ms 2 - 29 MB NPU --
YOLOv8-Detection w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_DLC 2.305 ms 2 - 42 MB NPU --
YOLOv8-Detection w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 6.5 ms 2 - 77 MB NPU --
YOLOv8-Detection w8a16 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile QNN_DLC 1.97 ms 3 - 34 MB NPU --
YOLOv8-Detection w8a16 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile ONNX 6.072 ms 2 - 77 MB NPU --
YOLOv8-Detection w8a16 Snapdragon X Elite CRD Snapdragon® X Elite QNN_DLC 4.069 ms 8 - 8 MB NPU --
YOLOv8-Detection w8a16 Snapdragon X Elite CRD Snapdragon® X Elite ONNX 9.628 ms 2 - 2 MB NPU --
YOLOv8-Detection w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 3.342 ms 0 - 21 MB NPU --
YOLOv8-Detection w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_DLC 3.33 ms 1 - 24 MB NPU --
YOLOv8-Detection w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 1.701 ms 0 - 31 MB NPU --
YOLOv8-Detection w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN_DLC 1.748 ms 1 - 33 MB NPU --
YOLOv8-Detection w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 1.49 ms 0 - 15 MB NPU --
YOLOv8-Detection w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_DLC 1.526 ms 1 - 11 MB NPU --
YOLOv8-Detection w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 1.883 ms 0 - 21 MB NPU --
YOLOv8-Detection w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_DLC 1.936 ms 1 - 25 MB NPU --
YOLOv8-Detection w8a8 RB3 Gen 2 (Proxy) Qualcomm® QCS6490 (Proxy) TFLITE 3.792 ms 0 - 31 MB NPU --
YOLOv8-Detection w8a8 RB3 Gen 2 (Proxy) Qualcomm® QCS6490 (Proxy) QNN_DLC 5.024 ms 1 - 33 MB NPU --
YOLOv8-Detection w8a8 RB5 (Proxy) Qualcomm® QCS8250 (Proxy) TFLITE 45.535 ms 3 - 11 MB NPU --
YOLOv8-Detection w8a8 SA7255P ADP Qualcomm® SA7255P TFLITE 3.342 ms 0 - 21 MB NPU --
YOLOv8-Detection w8a8 SA7255P ADP Qualcomm® SA7255P QNN_DLC 3.33 ms 1 - 24 MB NPU --
YOLOv8-Detection w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 1.508 ms 0 - 15 MB NPU --
YOLOv8-Detection w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_DLC 1.52 ms 1 - 12 MB NPU --
YOLOv8-Detection w8a8 SA8295P ADP Qualcomm® SA8295P TFLITE 2.328 ms 0 - 23 MB NPU --
YOLOv8-Detection w8a8 SA8295P ADP Qualcomm® SA8295P QNN_DLC 2.281 ms 1 - 28 MB NPU --
YOLOv8-Detection w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 1.51 ms 0 - 16 MB NPU --
YOLOv8-Detection w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_DLC 1.525 ms 1 - 11 MB NPU --
YOLOv8-Detection w8a8 SA8775P ADP Qualcomm® SA8775P TFLITE 1.883 ms 0 - 21 MB NPU --
YOLOv8-Detection w8a8 SA8775P ADP Qualcomm® SA8775P QNN_DLC 1.936 ms 1 - 25 MB NPU --
YOLOv8-Detection w8a8 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile TFLITE 1.511 ms 0 - 14 MB NPU --
YOLOv8-Detection w8a8 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile QNN_DLC 1.519 ms 1 - 12 MB NPU --
YOLOv8-Detection w8a8 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile ONNX 5.531 ms 0 - 25 MB NPU --
YOLOv8-Detection w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 0.989 ms 0 - 36 MB NPU --
YOLOv8-Detection w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_DLC 1.024 ms 1 - 35 MB NPU --
YOLOv8-Detection w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 3.908 ms 1 - 81 MB NPU --
YOLOv8-Detection w8a8 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile TFLITE 0.911 ms 0 - 24 MB NPU --
YOLOv8-Detection w8a8 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile QNN_DLC 0.732 ms 1 - 32 MB NPU --
YOLOv8-Detection w8a8 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile ONNX 3.307 ms 1 - 79 MB NPU --
YOLOv8-Detection w8a8 Snapdragon X Elite CRD Snapdragon® X Elite QNN_DLC 1.808 ms 7 - 7 MB NPU --
YOLOv8-Detection w8a8 Snapdragon X Elite CRD Snapdragon® X Elite ONNX 5.904 ms 0 - 0 MB NPU --

License

  • The license for the original implementation of YOLOv8-Detection can be found here.
  • The license for the compiled assets for on-device deployment can be found here

References

Community

Usage and Limitations

Model may not be used for or in connection with any of the following applications:

  • Accessing essential private and public services and benefits;
  • Administration of justice and democratic processes;
  • Assessing or recognizing the emotional state of a person;
  • Biometric and biometrics-based systems, including categorization of persons based on sensitive characteristics;
  • Education and vocational training;
  • Employment and workers management;
  • Exploitation of the vulnerabilities of persons resulting in harmful behavior;
  • General purpose social scoring;
  • Law enforcement;
  • Management and operation of critical infrastructure;
  • Migration, asylum and border control management;
  • Predictive policing;
  • Real-time remote biometric identification in public spaces;
  • Recommender systems of social media platforms;
  • Scraping of facial images (from the internet or otherwise); and/or
  • Subliminal manipulation
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