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Yolo-v5

Object Detection
PyTorch
real_time
bu_auto
android
Model card Files
xet
 Community

Yolo-v5: Optimized for Qualcomm Devices

YoloV5 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of Yolo-v5 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-v5 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: YoloV5-M
  • Model size (float): 81.1 MB
  • Model size (w8a16): 21.8 MB
  • Number of parameters: 21.2M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Yolo-v5 ONNX float Snapdragon® X2 Elite 7.248 ms 5 - 5 MB NPU
Yolo-v5 ONNX float Snapdragon® X Elite 13.564 ms 47 - 47 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Gen 3 Mobile 9.624 ms 1 - 245 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Gen 1 Mobile 28.088 ms 0 - 269 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-8275 22.67 ms 5 - 13 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 12.92 ms 0 - 54 MB NPU
Yolo-v5 ONNX float Qualcomm® QCS8450 28.088 ms 0 - 269 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-9075 20.632 ms 5 - 12 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-X7181 13.564 ms 47 - 47 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ Q-8750 7.506 ms 3 - 205 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Elite Mobile 7.506 ms 3 - 205 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.793 ms 4 - 218 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® X2 Elite 5.057 ms 2 - 2 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® X Elite 10.32 ms 24 - 24 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 6.405 ms 3 - 300 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 13.975 ms 3 - 304 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 49.941 ms 2 - 5 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 9.081 ms 2 - 6 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.741 ms 0 - 28 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® QCS8450 13.975 ms 3 - 304 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 9.952 ms 2 - 5 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 10.32 ms 24 - 24 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 126.83 ms 5 - 294 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 14.434 ms 3 - 270 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 5.575 ms 0 - 261 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Elite Mobile 5.575 ms 0 - 261 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 4.357 ms 0 - 271 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 14.434 ms 3 - 270 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® X2 Elite 6.791 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® X Elite 12.248 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 8.567 ms 0 - 234 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 26.139 ms 5 - 263 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 19.557 ms 5 - 12 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 63.844 ms 0 - 193 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.492 ms 5 - 156 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8775P 17.474 ms 0 - 194 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8650P 17.474 ms 0 - 194 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8255P 17.474 ms 0 - 194 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® QCS8450 26.139 ms 5 - 263 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 17.426 ms 7 - 13 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 12.248 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 6.485 ms 0 - 196 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA7255P 63.844 ms 0 - 193 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8295P 22.215 ms 0 - 221 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Elite Mobile 6.485 ms 0 - 196 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.012 ms 5 - 209 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® X2 Elite 4.36 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® X Elite 9.551 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 5.811 ms 2 - 279 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 13.471 ms 2 - 279 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 48.463 ms 4 - 8 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 8.327 ms 2 - 7 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 20.977 ms 1 - 232 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.74 ms 2 - 4 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8775P 8.984 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8650P 8.984 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8255P 8.984 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® QCS8450 13.471 ms 2 - 279 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 8.728 ms 3 - 7 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 9.551 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 121.353 ms 0 - 270 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 12.682 ms 2 - 251 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 4.263 ms 2 - 242 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA7255P 20.977 ms 1 - 232 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8295P 12.579 ms 0 - 235 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 4.263 ms 2 - 242 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 3.351 ms 2 - 246 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 12.682 ms 2 - 251 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Gen 3 Mobile 8.236 ms 0 - 287 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Gen 1 Mobile 25.519 ms 0 - 310 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ IQ-8275 18.963 ms 0 - 58 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ IQ-8275 63.142 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.979 ms 0 - 3 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8775P 17.019 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8650P 17.019 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8255P 17.019 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® QCS8450 25.519 ms 0 - 310 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ IQ-9075 16.834 ms 0 - 57 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ Q-8750 6.166 ms 0 - 226 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA7255P 63.142 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8295P 21.611 ms 0 - 250 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Elite Mobile 6.166 ms 0 - 226 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 4.612 ms 0 - 233 MB NPU

License

  • The license for the original implementation of Yolo-v5 can be found here.

References

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