Yolo-v7: Optimized for Mobile Deployment

Real-time object detection optimized for mobile and edge

YoloV7 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This model is an implementation of Yolo-v7 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: YoloV7 Tiny
    • Input resolution: 640x640
    • Number of parameters: 6.39M
    • Model size (float): 24.4 MB
    • Model size (w8a8): 6.23 MB
Model Precision Device Chipset Target Runtime Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit Target Model
Yolo-v7 float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 34.818 ms 1 - 28 MB NPU --
Yolo-v7 float QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN 22.973 ms 1 - 10 MB NPU --
Yolo-v7 float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 20.487 ms 1 - 45 MB NPU --
Yolo-v7 float QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN 13.68 ms 5 - 44 MB NPU --
Yolo-v7 float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 17.596 ms 1 - 11 MB NPU --
Yolo-v7 float QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN 8.893 ms 5 - 15 MB NPU --
Yolo-v7 float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 18.776 ms 1 - 28 MB NPU --
Yolo-v7 float QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN 10.545 ms 1 - 12 MB NPU --
Yolo-v7 float SA7255P ADP Qualcomm® SA7255P TFLITE 34.818 ms 1 - 28 MB NPU --
Yolo-v7 float SA7255P ADP Qualcomm® SA7255P QNN 22.973 ms 1 - 10 MB NPU --
Yolo-v7 float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 17.695 ms 0 - 56 MB NPU --
Yolo-v7 float SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN 8.883 ms 5 - 7 MB NPU --
Yolo-v7 float SA8295P ADP Qualcomm® SA8295P TFLITE 22.133 ms 1 - 32 MB NPU --
Yolo-v7 float SA8295P ADP Qualcomm® SA8295P QNN 13.455 ms 0 - 17 MB NPU --
Yolo-v7 float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 17.588 ms 1 - 12 MB NPU --
Yolo-v7 float SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN 8.829 ms 5 - 7 MB NPU --
Yolo-v7 float SA8775P ADP Qualcomm® SA8775P TFLITE 18.776 ms 1 - 28 MB NPU --
Yolo-v7 float SA8775P ADP Qualcomm® SA8775P QNN 10.545 ms 1 - 12 MB NPU --
Yolo-v7 float Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile TFLITE 17.48 ms 1 - 12 MB NPU --
Yolo-v7 float Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile QNN 8.784 ms 5 - 108 MB NPU --
Yolo-v7 float Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile ONNX 11.108 ms 2 - 39 MB NPU --
Yolo-v7 float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 12.928 ms 1 - 42 MB NPU --
Yolo-v7 float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN 5.839 ms 181 - 448 MB NPU --
Yolo-v7 float Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 7.781 ms 7 - 219 MB NPU --
Yolo-v7 float Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile TFLITE 12.42 ms 1 - 32 MB NPU --
Yolo-v7 float Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile QNN 4.948 ms 5 - 135 MB NPU --
Yolo-v7 float Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile ONNX 8.266 ms 5 - 127 MB NPU --
Yolo-v7 float Snapdragon X Elite CRD Snapdragon® X Elite QNN 9.467 ms 5 - 5 MB NPU --
Yolo-v7 float Snapdragon X Elite CRD Snapdragon® X Elite ONNX 13.019 ms 9 - 9 MB NPU --
Yolo-v7 w8a16 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN 18.236 ms 1 - 11 MB NPU --
Yolo-v7 w8a16 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN 10.703 ms 2 - 52 MB NPU --
Yolo-v7 w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN 9.336 ms 2 - 5 MB NPU --
Yolo-v7 w8a16 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN 10.07 ms 2 - 13 MB NPU --
Yolo-v7 w8a16 RB3 Gen 2 (Proxy) Qualcomm® QCS6490 (Proxy) QNN 29.712 ms 2 - 16 MB NPU --
Yolo-v7 w8a16 SA7255P ADP Qualcomm® SA7255P QNN 18.236 ms 1 - 11 MB NPU --
Yolo-v7 w8a16 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN 9.41 ms 2 - 4 MB NPU --
Yolo-v7 w8a16 SA8295P ADP Qualcomm® SA8295P QNN 12.127 ms 0 - 16 MB NPU --
Yolo-v7 w8a16 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN 9.372 ms 2 - 5 MB NPU --
Yolo-v7 w8a16 SA8775P ADP Qualcomm® SA8775P QNN 10.07 ms 2 - 13 MB NPU --
Yolo-v7 w8a16 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile QNN 9.372 ms 2 - 15 MB NPU --
Yolo-v7 w8a16 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile ONNX 6.057 ms 0 - 42 MB NPU --
Yolo-v7 w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN 6.356 ms 2 - 50 MB NPU --
Yolo-v7 w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 4.297 ms 2 - 216 MB NPU --
Yolo-v7 w8a16 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile QNN 6.47 ms 2 - 52 MB NPU --
Yolo-v7 w8a16 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile ONNX 4.222 ms 1 - 141 MB NPU --
Yolo-v7 w8a16 Snapdragon X Elite CRD Snapdragon® X Elite QNN 10.046 ms 2 - 2 MB NPU --
Yolo-v7 w8a16 Snapdragon X Elite CRD Snapdragon® X Elite ONNX 7.015 ms 5 - 5 MB NPU --
Yolo-v7 w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) TFLITE 4.719 ms 0 - 23 MB NPU --
Yolo-v7 w8a8 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN 4.634 ms 1 - 11 MB NPU --
Yolo-v7 w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) TFLITE 2.679 ms 0 - 35 MB NPU --
Yolo-v7 w8a8 QCS8450 (Proxy) Qualcomm® QCS8450 (Proxy) QNN 2.86 ms 1 - 42 MB NPU --
Yolo-v7 w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) TFLITE 2.133 ms 0 - 35 MB NPU --
Yolo-v7 w8a8 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN 2.083 ms 1 - 5 MB NPU --
Yolo-v7 w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) TFLITE 2.523 ms 0 - 24 MB NPU --
Yolo-v7 w8a8 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN 2.474 ms 1 - 14 MB NPU --
Yolo-v7 w8a8 RB3 Gen 2 (Proxy) Qualcomm® QCS6490 (Proxy) TFLITE 9.422 ms 0 - 33 MB NPU --
Yolo-v7 w8a8 RB3 Gen 2 (Proxy) Qualcomm® QCS6490 (Proxy) QNN 7.535 ms 1 - 13 MB NPU --
Yolo-v7 w8a8 RB5 (Proxy) Qualcomm® QCS8250 (Proxy) TFLITE 62.819 ms 15 - 53 MB GPU --
Yolo-v7 w8a8 SA7255P ADP Qualcomm® SA7255P TFLITE 4.719 ms 0 - 23 MB NPU --
Yolo-v7 w8a8 SA7255P ADP Qualcomm® SA7255P QNN 4.634 ms 1 - 11 MB NPU --
Yolo-v7 w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) TFLITE 2.135 ms 0 - 34 MB NPU --
Yolo-v7 w8a8 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN 2.081 ms 1 - 5 MB NPU --
Yolo-v7 w8a8 SA8295P ADP Qualcomm® SA8295P TFLITE 3.45 ms 0 - 24 MB NPU --
Yolo-v7 w8a8 SA8295P ADP Qualcomm® SA8295P QNN 3.463 ms 1 - 18 MB NPU --
Yolo-v7 w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) TFLITE 2.15 ms 0 - 36 MB NPU --
Yolo-v7 w8a8 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN 2.081 ms 1 - 3 MB NPU --
Yolo-v7 w8a8 SA8775P ADP Qualcomm® SA8775P TFLITE 2.523 ms 0 - 24 MB NPU --
Yolo-v7 w8a8 SA8775P ADP Qualcomm® SA8775P QNN 2.474 ms 1 - 14 MB NPU --
Yolo-v7 w8a8 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile TFLITE 2.138 ms 0 - 35 MB NPU --
Yolo-v7 w8a8 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile QNN 2.094 ms 1 - 11 MB NPU --
Yolo-v7 w8a8 Samsung Galaxy S23 Snapdragon® 8 Gen 2 Mobile ONNX 4.008 ms 0 - 60 MB NPU --
Yolo-v7 w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile TFLITE 1.422 ms 0 - 45 MB NPU --
Yolo-v7 w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN 1.406 ms 1 - 42 MB NPU --
Yolo-v7 w8a8 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile ONNX 2.743 ms 0 - 252 MB NPU --
Yolo-v7 w8a8 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile TFLITE 1.371 ms 0 - 24 MB NPU --
Yolo-v7 w8a8 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile QNN 1.126 ms 1 - 33 MB NPU --
Yolo-v7 w8a8 Snapdragon 8 Elite QRD Snapdragon® 8 Elite Mobile ONNX 2.734 ms 1 - 138 MB NPU --
Yolo-v7 w8a8 Snapdragon X Elite CRD Snapdragon® X Elite QNN 2.35 ms 1 - 1 MB NPU --
Yolo-v7 w8a8 Snapdragon X Elite CRD Snapdragon® X Elite ONNX 4.23 ms 6 - 6 MB NPU --

License

  • The license for the original implementation of Yolo-v7 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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