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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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Yolo-v7 ONNX float Snapdragon® X2 Elite 5.874 ms 5 - 5 MB NPU
Yolo-v7 ONNX float Snapdragon® X Elite 10.881 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 3 Mobile 7.679 ms 6 - 191 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 1 Mobile 17.412 ms 6 - 196 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.446 ms 0 - 11 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8450 17.412 ms 6 - 196 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-9075 12.817 ms 5 - 7 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-X7181 10.881 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ Q-8750 6.552 ms 1 - 171 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Mobile 6.552 ms 1 - 171 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.93 ms 1 - 173 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X2 Elite 2.004 ms 2 - 2 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X Elite 4.752 ms 4 - 4 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.919 ms 0 - 215 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.065 ms 0 - 219 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 17.498 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.503 ms 0 - 123 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8450 7.065 ms 0 - 219 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 4.906 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.752 ms 4 - 4 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.22 ms 0 - 190 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Mobile 2.22 ms 0 - 190 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.766 ms 0 - 195 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X2 Elite 1.069 ms 1 - 1 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X Elite 2.452 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.531 ms 0 - 79 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 3.22 ms 0 - 80 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 8.38 ms 1 - 4 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.395 ms 0 - 8 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8450 3.22 ms 0 - 80 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 2.561 ms 0 - 3 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.452 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.232 ms 0 - 54 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Mobile 1.232 ms 0 - 54 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.986 ms 0 - 62 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X2 Elite 6.341 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X Elite 10.058 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 6.94 ms 5 - 184 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 16.202 ms 5 - 183 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ QCS8275 23.377 ms 2 - 156 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.286 ms 5 - 6 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8775P 11.481 ms 0 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8650P 11.481 ms 0 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8255P 11.481 ms 0 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8450 16.202 ms 5 - 183 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 11.707 ms 7 - 13 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 10.058 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 6.353 ms 0 - 160 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA7255P 23.377 ms 2 - 156 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8295P 13.351 ms 0 - 152 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Mobile 6.353 ms 0 - 160 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.649 ms 5 - 163 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X2 Elite 1.987 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X Elite 4.044 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.534 ms 2 - 197 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 5.581 ms 2 - 202 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 15.592 ms 1 - 5 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 8.613 ms 2 - 167 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.598 ms 2 - 4 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8775P 4.304 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8650P 4.304 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8255P 4.304 ms 0 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8450 5.581 ms 2 - 202 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 3.949 ms 3 - 7 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.044 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 29.184 ms 2 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.834 ms 0 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.892 ms 2 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA7255P 8.613 ms 2 - 167 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8295P 5.245 ms 0 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.892 ms 2 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.563 ms 2 - 176 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.834 ms 0 - 170 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X2 Elite 0.993 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X Elite 2.317 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.314 ms 1 - 58 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2.794 ms 1 - 62 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 8.627 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 4.316 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.042 ms 1 - 3 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8775P 2.425 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8650P 2.425 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8255P 2.425 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8450 2.794 ms 1 - 62 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 2.152 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.317 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 13.787 ms 1 - 157 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 3.345 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.026 ms 1 - 39 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA7255P 4.316 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8295P 3.336 ms 1 - 38 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.026 ms 1 - 39 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.775 ms 0 - 39 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.345 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 3 Mobile 6.935 ms 0 - 190 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 1 Mobile 16.281 ms 0 - 185 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ QCS8275 23.549 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.439 ms 1 - 3 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 11.499 ms 1 - 162 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8650P 11.499 ms 1 - 162 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8255P 11.499 ms 1 - 162 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8450 16.281 ms 0 - 185 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ IQ-9075 11.292 ms 1 - 20 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ Q-8750 6.317 ms 1 - 161 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA7255P 23.549 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8295P 13.287 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Mobile 6.317 ms 1 - 161 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.725 ms 1 - 166 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.403 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 3.012 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 8.123 ms 0 - 10 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 4.628 ms 0 - 43 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.055 ms 0 - 2 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 2.553 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8650P 2.553 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8255P 2.553 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8450 3.012 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 2.311 ms 0 - 9 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 14.545 ms 0 - 157 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 3.489 ms 0 - 165 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 1.114 ms 0 - 72 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA7255P 4.628 ms 0 - 43 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8295P 3.623 ms 0 - 42 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Mobile 1.114 ms 0 - 72 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.891 ms 0 - 86 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.489 ms 0 - 165 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