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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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Yolo-v5 ONNX float Snapdragon® X2 Elite 7.272 ms 5 - 5 MB NPU
Yolo-v5 ONNX float Snapdragon® X Elite 13.51 ms 47 - 47 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Gen 3 Mobile 9.614 ms 0 - 242 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Gen 1 Mobile 27.756 ms 1 - 269 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 13.094 ms 0 - 53 MB NPU
Yolo-v5 ONNX float Qualcomm® QCS8450 27.756 ms 1 - 269 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-9075 20.814 ms 5 - 12 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-X7181 13.51 ms 47 - 47 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ Q-8750 7.485 ms 3 - 204 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Elite Mobile 7.485 ms 3 - 204 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.784 ms 3 - 215 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® X2 Elite 5.052 ms 2 - 2 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® X Elite 10.364 ms 24 - 24 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 6.43 ms 3 - 304 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 13.641 ms 3 - 306 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 50.318 ms 2 - 5 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.734 ms 0 - 28 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® QCS8450 13.641 ms 3 - 306 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 9.938 ms 2 - 5 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 10.364 ms 24 - 24 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 5.553 ms 1 - 261 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Elite Mobile 5.553 ms 1 - 261 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 4.364 ms 1 - 270 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® X2 Elite 6.764 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® X Elite 12.24 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 8.562 ms 4 - 238 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 26.039 ms 5 - 263 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ QCS8275 63.861 ms 0 - 192 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.593 ms 5 - 177 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8775P 17.482 ms 1 - 194 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8650P 17.482 ms 1 - 194 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8255P 17.482 ms 1 - 194 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® QCS8450 26.039 ms 5 - 263 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 17.258 ms 5 - 11 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 12.24 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 6.458 ms 0 - 197 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA7255P 63.861 ms 0 - 192 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8295P 22.214 ms 0 - 221 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Elite Mobile 6.458 ms 0 - 197 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.006 ms 5 - 209 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® X2 Elite 4.317 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® X Elite 9.477 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 5.788 ms 2 - 277 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 13.425 ms 2 - 279 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 48.351 ms 1 - 5 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 21.01 ms 0 - 232 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.724 ms 2 - 4 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8775P 8.98 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8650P 8.98 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8255P 8.98 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® QCS8450 13.425 ms 2 - 279 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 8.709 ms 0 - 4 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 9.477 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 125.369 ms 2 - 273 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 12.446 ms 2 - 252 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 4.254 ms 2 - 242 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA7255P 21.01 ms 0 - 232 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8295P 12.557 ms 0 - 234 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 4.254 ms 2 - 242 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 3.347 ms 2 - 244 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 12.446 ms 2 - 252 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Gen 3 Mobile 8.263 ms 0 - 287 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Gen 1 Mobile 25.843 ms 0 - 310 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ QCS8275 63.132 ms 0 - 223 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.899 ms 0 - 3 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8775P 17.032 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8650P 17.032 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8255P 17.032 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® QCS8450 25.843 ms 0 - 310 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ IQ-9075 16.802 ms 0 - 57 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ Q-8750 6.177 ms 0 - 229 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA7255P 63.132 ms 0 - 223 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8295P 21.64 ms 0 - 249 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Elite Mobile 6.177 ms 0 - 229 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 4.479 ms 0 - 233 MB NPU

License

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

References

Community

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