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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:

  • 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® 8 Elite Gen 5 Mobile 4.137 ms 6 - 174 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Mobile 5.916 ms 1 - 164 MB NPU
Yolo-v7 ONNX float Snapdragon® X2 Elite 3.913 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Snapdragon® X Elite 8.5 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Snapdragon® X Elite 8.5 ms 8 - 8 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 3 Mobile 6.05 ms 6 - 197 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8550 (Proxy) 8.335 ms 0 - 31 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS9075 11.211 ms 5 - 7 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 5.916 ms 1 - 164 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.728 ms 0 - 198 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Mobile 2.286 ms 0 - 187 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X2 Elite 2.031 ms 4 - 4 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X Elite 4.884 ms 4 - 4 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X Elite 4.884 ms 4 - 4 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.95 ms 0 - 216 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS6490 421.035 ms 84 - 87 MB CPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.473 ms 0 - 13 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS9075 5.854 ms 2 - 5 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCM6690 215.28 ms 84 - 93 MB CPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.286 ms 0 - 187 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 192.943 ms 83 - 92 MB CPU
Yolo-v7 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 192.943 ms 83 - 92 MB CPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 1.013 ms 0 - 61 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Mobile 1.232 ms 0 - 51 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X2 Elite 1.084 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X Elite 2.751 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X Elite 2.751 ms 5 - 5 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.612 ms 0 - 81 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS6490 74.444 ms 39 - 45 MB CPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8550 (Proxy) 2.455 ms 0 - 16 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS9075 2.609 ms 0 - 3 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCM6690 54.123 ms 41 - 50 MB CPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.232 ms 0 - 51 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 44.214 ms 39 - 49 MB CPU
Yolo-v7 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 44.214 ms 39 - 49 MB CPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.59 ms 5 - 162 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Mobile 6.352 ms 0 - 161 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X2 Elite 6.331 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X Elite 9.991 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X Elite 9.991 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 6.923 ms 5 - 183 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8275 (Proxy) 23.394 ms 2 - 155 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8550 (Proxy) 9.627 ms 5 - 6 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8775P 11.474 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8775P 11.474 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8775P 11.474 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS9075 12.526 ms 5 - 11 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8450 (Proxy) 16.227 ms 5 - 182 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA7255P 23.394 ms 2 - 155 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8295P 13.328 ms 0 - 153 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 6.352 ms 0 - 161 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.532 ms 1 - 172 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.889 ms 2 - 167 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X2 Elite 2.054 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X Elite 3.999 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X Elite 3.999 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.533 ms 2 - 194 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS6490 11.089 ms 2 - 6 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 8.604 ms 1 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.596 ms 2 - 5 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8775P 4.308 ms 1 - 168 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8775P 4.308 ms 1 - 168 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8775P 4.308 ms 1 - 168 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS9075 4.431 ms 2 - 6 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCM6690 27.231 ms 2 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 5.651 ms 2 - 203 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA7255P 8.604 ms 1 - 166 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8295P 5.259 ms 2 - 173 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.889 ms 2 - 167 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.819 ms 2 - 173 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.819 ms 2 - 173 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.769 ms 1 - 44 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.029 ms 1 - 43 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X2 Elite 0.971 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X Elite 2.294 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X Elite 2.294 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 1.341 ms 1 - 58 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS6490 5.725 ms 3 - 6 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 4.34 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 2.062 ms 0 - 9 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8775P 2.42 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8775P 2.42 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8775P 2.42 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS9075 2.401 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCM6690 13.789 ms 1 - 157 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 2.811 ms 1 - 59 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA7255P 4.34 ms 1 - 42 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8295P 3.333 ms 1 - 39 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.029 ms 1 - 43 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.349 ms 1 - 158 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.349 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.66 ms 1 - 167 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Mobile 6.317 ms 1 - 165 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 3 Mobile 6.931 ms 0 - 188 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8275 (Proxy) 23.511 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8550 (Proxy) 9.437 ms 1 - 3 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 11.542 ms 1 - 160 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 11.542 ms 1 - 160 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 11.542 ms 1 - 160 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS9075 12.287 ms 1 - 20 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8450 (Proxy) 16.346 ms 1 - 181 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA7255P 23.511 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8295P 13.415 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 6.317 ms 1 - 165 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.88 ms 0 - 85 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Mobile 1.107 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.406 ms 0 - 62 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS6490 5.831 ms 0 - 9 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 4.636 ms 0 - 42 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 2.079 ms 0 - 4 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 2.555 ms 0 - 60 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 2.555 ms 0 - 60 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 2.555 ms 0 - 60 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS9075 2.382 ms 0 - 9 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCM6690 14.156 ms 0 - 158 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 3.028 ms 0 - 63 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA7255P 4.636 ms 0 - 42 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8295P 3.584 ms 0 - 42 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 1.107 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.498 ms 0 - 165 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.498 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