Hugging Face's logo

qualcomm
/
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 7.232 ms 5 - 5 MB NPU
Yolo-v5 ONNX float Snapdragon® X Elite 13.482 ms 47 - 47 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Gen 3 Mobile 9.622 ms 2 - 246 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Gen 1 Mobile 28.125 ms 1 - 271 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-8275 22.945 ms 4 - 13 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 12.952 ms 0 - 55 MB NPU
Yolo-v5 ONNX float Qualcomm® QCS8450 28.125 ms 1 - 271 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-9075 20.695 ms 5 - 12 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ IQ-X7181 13.482 ms 47 - 47 MB NPU
Yolo-v5 ONNX float Qualcomm® Dragonwing™ Q-8750 7.494 ms 3 - 205 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Elite Mobile 7.494 ms 3 - 205 MB NPU
Yolo-v5 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.793 ms 1 - 213 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® X2 Elite 5.053 ms 2 - 2 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® X Elite 10.396 ms 24 - 24 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 6.413 ms 3 - 302 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 14.113 ms 3 - 304 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 50.632 ms 2 - 5 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 9.094 ms 2 - 6 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.733 ms 0 - 28 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® QCS8450 14.113 ms 3 - 304 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 10.873 ms 2 - 5 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 10.396 ms 24 - 24 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 128.941 ms 0 - 293 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 14.507 ms 3 - 270 MB NPU
Yolo-v5 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 5.55 ms 1 - 261 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Elite Mobile 5.55 ms 1 - 261 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 4.359 ms 1 - 270 MB NPU
Yolo-v5 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 14.507 ms 3 - 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 12.118 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 8.557 ms 0 - 234 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 26.179 ms 5 - 263 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 19.603 ms 5 - 12 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 63.866 ms 1 - 195 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.42 ms 5 - 6 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8775P 17.473 ms 1 - 195 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8650P 17.473 ms 1 - 195 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8255P 17.473 ms 1 - 195 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® QCS8450 26.179 ms 5 - 263 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 17.288 ms 5 - 11 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 12.118 ms 5 - 5 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 6.471 ms 5 - 201 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA7255P 63.866 ms 1 - 195 MB NPU
Yolo-v5 QNN_DLC float Qualcomm® SA8295P 22.207 ms 0 - 219 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Elite Mobile 6.471 ms 5 - 201 MB NPU
Yolo-v5 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 5.005 ms 5 - 210 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® X2 Elite 4.316 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® X Elite 9.467 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 5.804 ms 2 - 278 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 13.725 ms 2 - 279 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 48.052 ms 2 - 6 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 8.333 ms 1 - 6 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 21.028 ms 2 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.739 ms 2 - 5 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8775P 8.987 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8650P 8.987 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8255P 8.987 ms 0 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® QCS8450 13.725 ms 2 - 279 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 8.716 ms 1 - 5 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 9.467 ms 2 - 2 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 131.484 ms 5 - 275 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 12.4 ms 2 - 251 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 4.266 ms 2 - 240 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA7255P 21.028 ms 2 - 233 MB NPU
Yolo-v5 QNN_DLC w8a16 Qualcomm® SA8295P 12.565 ms 0 - 235 MB NPU
Yolo-v5 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 4.266 ms 2 - 240 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 12.4 ms 2 - 251 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Gen 3 Mobile 8.249 ms 0 - 281 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Gen 1 Mobile 25.384 ms 0 - 311 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ IQ-8275 19.233 ms 0 - 58 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ IQ-8275 63.113 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.954 ms 0 - 2 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8775P 17.026 ms 0 - 223 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8650P 17.026 ms 0 - 223 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8255P 17.026 ms 0 - 223 MB NPU
Yolo-v5 TFLITE float Qualcomm® QCS8450 25.384 ms 0 - 311 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ IQ-9075 16.819 ms 2 - 59 MB NPU
Yolo-v5 TFLITE float Qualcomm® Dragonwing™ Q-8750 6.164 ms 0 - 226 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA7255P 63.113 ms 0 - 222 MB NPU
Yolo-v5 TFLITE float Qualcomm® SA8295P 21.633 ms 0 - 250 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Elite Mobile 6.164 ms 0 - 226 MB NPU
Yolo-v5 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 4.64 ms 0 - 233 MB NPU

License

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

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Object Detection
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support