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Yolo-v7

Object Detection
PyTorch
bu_auto
real_time
android
Model card Files
xet
 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 5.801 ms 208 - 208 MB NPU
Yolo-v7 ONNX float Snapdragon® X Elite 10.782 ms 176 - 176 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 3 Mobile 7.742 ms 6 - 182 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Gen 1 Mobile 17.463 ms 6 - 187 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8550 (Proxy) 10.719 ms 5 - 8 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8450 17.463 ms 6 - 187 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Mobile 6.539 ms 3 - 176 MB NPU
Yolo-v7 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.9 ms 1 - 167 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS9075 14.527 ms 5 - 50 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS8750 6.539 ms 3 - 176 MB NPU
Yolo-v7 ONNX float Qualcomm® QCS7181 10.782 ms 176 - 176 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X2 Elite 4.393 ms 210 - 210 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® X Elite 4.763 ms 179 - 179 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 2.92 ms 0 - 205 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.196 ms 3 - 209 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS6490 14.742 ms 2 - 48 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8550 (Proxy) 4.539 ms 0 - 13 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8450 7.196 ms 3 - 209 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.744 ms 1 - 190 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 8 Elite Mobile 2.221 ms 0 - 189 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS9075 6.106 ms 0 - 50 MB NPU
Yolo-v7 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 5.573 ms 3 - 183 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCM6690 34.246 ms 0 - 212 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS7790 5.573 ms 3 - 183 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS8750 2.221 ms 0 - 189 MB NPU
Yolo-v7 ONNX w8a16 Qualcomm® QCS7181 4.763 ms 179 - 179 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X2 Elite 1.064 ms 212 - 212 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® X Elite 2.473 ms 148 - 148 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 1.521 ms 0 - 68 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 3.28 ms 0 - 73 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS6490 8.463 ms 1 - 46 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8550 (Proxy) 2.36 ms 0 - 15 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8450 3.28 ms 0 - 73 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS9075 2.649 ms 0 - 50 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCM6690 15.825 ms 0 - 167 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 3.458 ms 2 - 168 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.982 ms 0 - 58 MB NPU
Yolo-v7 ONNX w8a8 Snapdragon® 8 Elite Mobile 1.232 ms 0 - 54 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS7790 3.458 ms 2 - 168 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS8750 1.232 ms 0 - 54 MB NPU
Yolo-v7 ONNX w8a8 Qualcomm® QCS7181 2.473 ms 148 - 148 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X2 Elite 6.301 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® X Elite 10.086 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 6.94 ms 5 - 183 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 16.273 ms 5 - 184 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8275 23.391 ms 3 - 157 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8550 (Proxy) 9.693 ms 5 - 106 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8450 16.273 ms 5 - 184 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Mobile 6.337 ms 0 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA7255P 23.391 ms 3 - 157 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® SA8295P 13.359 ms 2 - 154 MB NPU
Yolo-v7 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.627 ms 5 - 164 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS9075 12.799 ms 5 - 11 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS8750 6.337 ms 0 - 159 MB NPU
Yolo-v7 QNN_DLC float Qualcomm® QCS7181 10.086 ms 5 - 5 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X2 Elite 2.061 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® X Elite 4.018 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.536 ms 2 - 190 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 5.598 ms 2 - 204 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS6490 10.499 ms 1 - 5 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8275 8.587 ms 1 - 165 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 3.597 ms 2 - 4 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8450 5.598 ms 2 - 204 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.541 ms 2 - 173 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.89 ms 0 - 165 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS9075 4.387 ms 2 - 6 MB NPU
Yolo-v7 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.83 ms 2 - 173 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCM6690 29.675 ms 2 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA8295P 5.272 ms 0 - 170 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® SA7255P 8.587 ms 1 - 165 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS7790 4.83 ms 2 - 173 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS8750 1.89 ms 0 - 165 MB NPU
Yolo-v7 QNN_DLC w8a16 Qualcomm® QCS7181 4.018 ms 2 - 2 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X2 Elite 0.978 ms 1 - 1 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® X Elite 2.321 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 2.795 ms 1 - 64 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS6490 5.874 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8275 4.323 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 2.059 ms 1 - 12 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8450 2.795 ms 1 - 64 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS9075 2.403 ms 1 - 4 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA7255P 4.323 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCM6690 13.83 ms 1 - 156 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 3.346 ms 0 - 157 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® SA8295P 3.314 ms 1 - 38 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.774 ms 1 - 41 MB NPU
Yolo-v7 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 1.025 ms 1 - 39 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS7790 3.346 ms 0 - 157 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS8750 1.025 ms 1 - 39 MB NPU
Yolo-v7 QNN_DLC w8a8 Qualcomm® QCS7181 2.321 ms 1 - 1 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 3 Mobile 6.934 ms 0 - 190 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Gen 1 Mobile 16.096 ms 1 - 186 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8275 23.539 ms 1 - 157 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8550 (Proxy) 9.72 ms 1 - 3 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8775P 35.812 ms 17 - 44 MB GPU
Yolo-v7 TFLITE float Qualcomm® SA8650P 35.812 ms 17 - 44 MB GPU
Yolo-v7 TFLITE float Qualcomm® SA8255P 35.812 ms 17 - 44 MB GPU
Yolo-v7 TFLITE float Qualcomm® QCS8450 16.096 ms 1 - 186 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Mobile 6.316 ms 1 - 165 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA7255P 23.539 ms 1 - 157 MB NPU
Yolo-v7 TFLITE float Qualcomm® SA8295P 13.315 ms 1 - 158 MB NPU
Yolo-v7 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 5.697 ms 1 - 168 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS9075 12.289 ms 1 - 20 MB NPU
Yolo-v7 TFLITE float Qualcomm® QCS8750 6.316 ms 1 - 165 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.403 ms 0 - 61 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 2.974 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS6490 5.908 ms 0 - 9 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8275 4.658 ms 0 - 43 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 2.08 ms 0 - 68 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8775P 36.846 ms 15 - 45 MB GPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8650P 36.846 ms 15 - 45 MB GPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8255P 36.846 ms 15 - 45 MB GPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8450 2.974 ms 0 - 67 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS9075 2.363 ms 0 - 9 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA7255P 4.658 ms 0 - 43 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCM6690 14.009 ms 0 - 157 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 3.496 ms 0 - 165 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® SA8295P 3.596 ms 0 - 42 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.887 ms 0 - 86 MB NPU
Yolo-v7 TFLITE w8a8 Snapdragon® 8 Elite Mobile 1.11 ms 0 - 66 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS7790 3.496 ms 0 - 165 MB NPU
Yolo-v7 TFLITE w8a8 Qualcomm® QCS8750 1.11 ms 0 - 66 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