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YOLOv10-Detection

Object Detection
PyTorch
real_time
android
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YOLOv10-Detection: Optimized for Qualcomm Devices

Ultralytics YOLOv10 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of YOLOv10-Detection 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 YOLOv10-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: YOLOv10-N
  • Model size (float): 8.95 MB
  • Model size (w8a16): 3.04 MB
  • Model size (w8a8): 2.55 MB
  • Number of parameters: 2.33M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv10-Detection ONNX float Snapdragon® X2 Elite 3.355 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® X Elite 6.674 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.926 ms 0 - 242 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 14.873 ms 5 - 213 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 6.678 ms 5 - 8 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.333 ms 5 - 9 MB NPU
YOLOv10-Detection ONNX float Qualcomm® QCS8450 14.873 ms 5 - 213 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 7.628 ms 5 - 7 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.674 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.385 ms 1 - 200 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite Mobile 4.385 ms 1 - 200 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.033 ms 1 - 220 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X2 Elite 2.435 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X Elite 5.626 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.352 ms 0 - 103 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.653 ms 3 - 102 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.993 ms 2 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.79 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.356 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® QCS8450 6.653 ms 3 - 102 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.813 ms 2 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.626 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 25.497 ms 3 - 196 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.646 ms 3 - 200 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.529 ms 1 - 80 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.529 ms 1 - 80 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.284 ms 0 - 80 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.646 ms 3 - 200 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 7.923 ms 9 - 386 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 11.627 ms 8 - 12 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.218 ms 8 - 22 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 12.236 ms 8 - 11 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 6.023 ms 7 - 357 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 6.023 ms 7 - 357 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 6.973 ms 6 - 365 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X2 Elite 2.675 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X Elite 4.536 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.034 ms 0 - 210 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.523 ms 5 - 201 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.181 ms 5 - 12 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.146 ms 5 - 7 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8775P 5.592 ms 2 - 188 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8650P 5.592 ms 2 - 188 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8255P 5.592 ms 2 - 188 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® QCS8450 8.523 ms 5 - 201 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.36 ms 7 - 13 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.536 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.274 ms 5 - 190 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA7255P 13.297 ms 0 - 181 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8295P 8.918 ms 0 - 169 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.274 ms 5 - 190 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.989 ms 5 - 199 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.183 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.599 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.919 ms 2 - 198 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.12 ms 0 - 5 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.236 ms 2 - 4 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.832 ms 1 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.832 ms 1 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.832 ms 1 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.59 ms 2 - 6 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.599 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 20.693 ms 2 - 180 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.41 ms 2 - 177 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.017 ms 2 - 178 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.937 ms 0 - 173 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.017 ms 2 - 178 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.747 ms 2 - 184 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.41 ms 2 - 177 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.685 ms 0 - 109 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.404 ms 0 - 84 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.854 ms 0 - 14 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.767 ms 0 - 2 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8775P 5.233 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8650P 5.233 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8255P 5.233 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® QCS8450 7.404 ms 0 - 84 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.979 ms 0 - 13 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 2.046 ms 0 - 88 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA7255P 12.793 ms 0 - 77 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8295P 8.252 ms 0 - 56 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite Mobile 2.046 ms 0 - 88 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.687 ms 0 - 90 MB NPU

License

  • The license for the original implementation of YOLOv10-Detection can be found here.

References

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Paper for qualcomm/YOLOv10-Detection