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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 3.346 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® X Elite 6.672 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.928 ms 1 - 244 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 14.86 ms 5 - 215 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 6.683 ms 5 - 8 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.34 ms 5 - 9 MB NPU
YOLOv10-Detection ONNX float Qualcomm® QCS8450 14.86 ms 5 - 215 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 7.652 ms 5 - 7 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.672 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.409 ms 1 - 202 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite Mobile 4.409 ms 1 - 202 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.026 ms 0 - 220 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X2 Elite 2.432 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X Elite 5.664 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.352 ms 0 - 100 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.655 ms 3 - 100 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.599 ms 2 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.799 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.354 ms 2 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® QCS8450 6.655 ms 3 - 100 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.816 ms 2 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.664 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 23.741 ms 3 - 196 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.623 ms 3 - 199 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.521 ms 2 - 84 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.521 ms 2 - 84 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.28 ms 2 - 83 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.623 ms 3 - 199 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 7.942 ms 9 - 385 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 11.598 ms 8 - 12 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 11.147 ms 6 - 14 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 12.23 ms 8 - 11 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 6.022 ms 7 - 356 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 6.022 ms 7 - 356 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 6.968 ms 6 - 366 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X2 Elite 2.657 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X Elite 4.563 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.04 ms 5 - 215 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.491 ms 3 - 200 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.183 ms 5 - 12 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 13.278 ms 1 - 182 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.153 ms 5 - 6 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8775P 5.625 ms 1 - 187 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8650P 5.625 ms 1 - 187 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8255P 5.625 ms 1 - 187 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® QCS8450 8.491 ms 3 - 200 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.128 ms 5 - 11 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.563 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.277 ms 5 - 190 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA7255P 13.278 ms 1 - 182 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8295P 8.909 ms 0 - 169 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.277 ms 5 - 190 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.988 ms 5 - 198 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.162 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.631 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.932 ms 2 - 197 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.111 ms 1 - 6 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 7.958 ms 2 - 175 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.207 ms 2 - 4 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.831 ms 1 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.831 ms 1 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.831 ms 1 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.918 ms 0 - 4 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.631 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 17.767 ms 2 - 180 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.401 ms 2 - 180 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.024 ms 2 - 182 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.958 ms 2 - 175 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.024 ms 2 - 182 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.754 ms 2 - 185 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.401 ms 2 - 180 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.703 ms 0 - 108 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.414 ms 0 - 85 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.871 ms 0 - 14 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 12.781 ms 0 - 77 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.741 ms 0 - 3 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8775P 5.236 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8650P 5.236 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8255P 5.236 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® QCS8450 7.414 ms 0 - 85 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.01 ms 0 - 13 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 2.032 ms 0 - 78 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA7255P 12.781 ms 0 - 77 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8295P 8.239 ms 0 - 56 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite Mobile 2.032 ms 0 - 78 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.687 ms 0 - 82 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