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Yolo-v7

Object Detection
PyTorch
bu_auto
real_time
android
Model card Files
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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® 8 Elite Gen 5 For Galaxy Mobile 7.866 ms 3 - 168 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 7.851 ms 1 - 156 MB NPU
Yolo-v7 ONNX float Snapdragon® X2 Elite 6.923 ms 5 - 5 MB NPU
Yolo-v7 ONNX float Snapdragon® X Elite 10.779 ms 9 - 9 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 3 Mobile 7.641 ms 6 - 183 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 1 Mobile 15.409 ms 6 - 193 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-8275 12.137 ms 5 - 9 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.829 ms 5 - 7 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8450 15.409 ms 6 - 193 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-9075 12.346 ms 5 - 8 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ IQ-X7181 10.779 ms 9 - 9 MB NPU
Yolo-v7 ONNX float Qualcomm® Dragonwing™ Q-8750 7.851 ms 1 - 156 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.672 ms 0 - 185 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.256 ms 0 - 179 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X2 Elite 2.089 ms 2 - 2 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X Elite 4.723 ms 4 - 4 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.936 ms 0 - 204 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.113 ms 0 - 209 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 12.993 ms 2 - 6 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.141 ms 0 - 4 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.437 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8450 6.113 ms 0 - 209 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 4.824 ms 2 - 6 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.723 ms 4 - 4 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 36.145 ms 3 - 177 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 5.718 ms 3 - 179 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.256 ms 0 - 179 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 5.718 ms 3 - 179 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.949 ms 0 - 63 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.195 ms 0 - 57 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X2 Elite 0.982 ms 1 - 1 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X Elite 2.365 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.613 ms 0 - 77 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 3.23 ms 0 - 84 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 7.401 ms 1 - 4 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 2.384 ms 0 - 4 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.289 ms 0 - 2 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8450 3.23 ms 0 - 84 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 2.596 ms 0 - 3 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.365 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 15.307 ms 0 - 167 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 3.581 ms 2 - 167 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 1.195 ms 0 - 57 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 3.581 ms 2 - 167 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 4.677 ms 5 - 155 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 6.057 ms 0 - 149 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X2 Elite 5.896 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X Elite 9.551 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 6.816 ms 5 - 174 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 13.741 ms 5 - 179 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 10.309 ms 5 - 13 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.288 ms 5 - 7 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8450 13.741 ms 5 - 179 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 10.626 ms 5 - 12 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 9.551 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 6.057 ms 0 - 149 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8295P 12.515 ms 0 - 145 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.351 ms 2 - 165 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.824 ms 0 - 158 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X2 Elite 1.923 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X Elite 3.941 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.519 ms 2 - 182 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 5.044 ms 2 - 193 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 11.907 ms 1 - 6 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.529 ms 2 - 8 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.576 ms 2 - 4 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8775P 4.263 ms 1 - 161 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8650P 4.263 ms 1 - 161 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8255P 4.263 ms 1 - 161 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8450 5.044 ms 2 - 193 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 3.941 ms 2 - 7 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 3.941 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 28.19 ms 2 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.952 ms 2 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.824 ms 0 - 158 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA7255P 8.444 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8295P 5.154 ms 0 - 162 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.952 ms 2 - 166 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.753 ms 1 - 45 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.015 ms 1 - 46 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X2 Elite 1.019 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X Elite 2.235 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.297 ms 1 - 61 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 2.779 ms 1 - 66 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 6.955 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.889 ms 1 - 5 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.997 ms 1 - 3 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8450 2.779 ms 1 - 66 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 2.163 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 2.235 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 14.015 ms 1 - 157 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 3.317 ms 1 - 152 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 1.015 ms 1 - 46 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8295P 3.156 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.317 ms 1 - 152 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 4.712 ms 1 - 153 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 6.112 ms 0 - 156 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 3 Mobile 6.889 ms 0 - 179 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 1 Mobile 13.753 ms 1 - 183 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ IQ-8275 10.295 ms 1 - 21 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.322 ms 1 - 3 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 10.947 ms 1 - 153 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8650P 10.947 ms 1 - 153 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8255P 10.947 ms 1 - 153 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8450 13.753 ms 1 - 183 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ IQ-9075 10.7 ms 1 - 20 MB NPU
Yolo-v7 TFLITE float Qualcomm® Dragonwing™ Q-8750 6.112 ms 0 - 156 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA7255P 79.834 ms 17 - 42 MB GPU
Yolo-v7 TFLITE float Qualcomm® SA8295P 12.564 ms 1 - 152 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.885 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.094 ms 0 - 46 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.398 ms 0 - 68 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 3.055 ms 0 - 71 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 7.239 ms 0 - 10 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 2.047 ms 0 - 11 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 2.141 ms 0 - 2 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 2.688 ms 0 - 59 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8650P 2.688 ms 0 - 59 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8255P 2.688 ms 0 - 59 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8450 3.055 ms 0 - 71 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 2.383 ms 0 - 10 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 14.058 ms 11 - 162 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 3.394 ms 0 - 153 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 1.094 ms 0 - 46 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA7255P 4.567 ms 0 - 49 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8295P 3.516 ms 0 - 44 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.394 ms 0 - 153 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