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Yolo-v7

Object Detection
PyTorch
bu_auto
real_time
android
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 Community

Yolo-v7: Optimized for Qualcomm Devices

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

This is based on the implementation of Yolo-v7 found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

Due to licensing restrictions, we cannot distribute pre-exported model assets for this model. Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

See our repository for Yolo-v7 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: YoloV7 Tiny
  • Model size (float): 23.8 MB
  • Model size (w8a16): 6.66 MB
  • Model size (w8a8): 6.23 MB
  • Number of parameters: 6.24M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Yolo-v7 ONNX float Snapdragon® X2 Elite 5.792 ms 5 - 5 MB NPU
Yolo-v7 ONNX float Snapdragon® X Elite 10.779 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 3 Mobile 7.69 ms 6 - 193 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 1 Mobile 17.664 ms 6 - 197 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-8275 11.892 ms 5 - 8 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.548 ms 0 - 11 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8450 17.664 ms 6 - 197 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-9075 12.706 ms 5 - 7 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-X7181 10.779 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ Q-8750 6.552 ms 3 - 174 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Mobile 6.552 ms 3 - 174 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.902 ms 2 - 176 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X2 Elite 1.998 ms 2 - 2 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X Elite 4.786 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.914 ms 0 - 215 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.204 ms 3 - 220 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 17.448 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.116 ms 2 - 6 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.495 ms 0 - 119 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8450 7.204 ms 3 - 220 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 4.92 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.786 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 32.966 ms 3 - 220 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 5.544 ms 3 - 188 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.222 ms 0 - 189 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Mobile 2.222 ms 0 - 189 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.764 ms 0 - 194 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 5.544 ms 3 - 188 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X2 Elite 1.072 ms 1 - 1 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X Elite 2.447 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.52 ms 0 - 78 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 3.224 ms 0 - 80 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 8.292 ms 1 - 4 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 2.334 ms 0 - 4 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.339 ms 0 - 8 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8450 3.224 ms 0 - 80 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 2.575 ms 0 - 3 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.447 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 16.919 ms 2 - 174 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 3.442 ms 2 - 171 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.23 ms 0 - 53 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Mobile 1.23 ms 0 - 53 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.985 ms 0 - 62 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 3.442 ms 2 - 171 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X2 Elite 9.094 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X Elite 10.061 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 6.92 ms 5 - 183 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 16.216 ms 5 - 184 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 10.739 ms 5 - 12 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.268 ms 5 - 6 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8775P 11.48 ms 1 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8650P 11.48 ms 1 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8255P 11.48 ms 1 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8450 16.216 ms 5 - 184 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 11.391 ms 5 - 11 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 10.061 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 6.328 ms 5 - 164 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA7255P 23.348 ms 1 - 155 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8295P 13.284 ms 0 - 152 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Mobile 6.328 ms 5 - 164 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.646 ms 5 - 165 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X2 Elite 2.046 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X Elite 3.982 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.536 ms 2 - 194 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 5.566 ms 2 - 203 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 15.425 ms 1 - 5 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.591 ms 2 - 7 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.592 ms 2 - 13 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8775P 4.314 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8650P 4.314 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8255P 4.314 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8450 5.566 ms 2 - 203 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 3.965 ms 3 - 7 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 3.982 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 31.288 ms 3 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.829 ms 2 - 172 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.893 ms 2 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA7255P 8.593 ms 1 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8295P 5.279 ms 2 - 172 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.893 ms 2 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.56 ms 2 - 175 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.829 ms 2 - 172 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X2 Elite 0.98 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X Elite 2.309 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.324 ms 1 - 58 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2.806 ms 1 - 62 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 8.783 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.917 ms 1 - 5 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.046 ms 1 - 3 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8775P 2.395 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8650P 2.395 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8255P 2.395 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8450 2.806 ms 1 - 62 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 2.148 ms 3 - 6 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.309 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 13.871 ms 1 - 157 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 3.34 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.034 ms 0 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA7255P 4.339 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8295P 3.313 ms 0 - 37 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.034 ms 0 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.777 ms 1 - 40 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.34 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 3 Mobile 6.945 ms 1 - 188 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 1 Mobile 16.155 ms 1 - 187 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ IQ-8275 10.746 ms 1 - 21 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.464 ms 1 - 3 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 11.471 ms 1 - 163 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8650P 11.471 ms 1 - 163 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8255P 11.471 ms 1 - 163 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8450 16.155 ms 1 - 187 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ IQ-9075 11.284 ms 1 - 20 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ Q-8750 6.308 ms 1 - 167 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA7255P 23.493 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8295P 13.396 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Mobile 6.308 ms 1 - 167 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.714 ms 1 - 168 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.406 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 3.016 ms 0 - 66 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 8.1 ms 0 - 10 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 2.075 ms 0 - 10 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.055 ms 0 - 22 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 2.574 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8650P 2.574 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8255P 2.574 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8450 3.016 ms 0 - 66 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 2.306 ms 0 - 10 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 14.319 ms 0 - 157 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 3.498 ms 0 - 164 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 1.107 ms 0 - 66 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA7255P 79.015 ms 15 - 44 MB GPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8295P 3.609 ms 0 - 42 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Mobile 1.107 ms 0 - 66 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.89 ms 0 - 82 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.498 ms 0 - 164 MB NPU

License

  • The license for the original implementation of Yolo-v7 can be found here.

References

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Paper for qualcomm/Yolo-v7