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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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv10-Detection ONNX float Snapdragon® X2 Elite 3.345 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® X Elite 6.732 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.923 ms 1 - 240 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 14.9 ms 2 - 209 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.342 ms 5 - 7 MB NPU
YOLOv10-Detection ONNX float Qualcomm® QCS8450 14.9 ms 2 - 209 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.03 ms 3 - 221 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite Mobile 4.378 ms 1 - 200 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 7.593 ms 5 - 7 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.378 ms 1 - 200 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.732 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X2 Elite 2.436 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X Elite 5.644 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.345 ms 0 - 100 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.656 ms 3 - 103 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 17.287 ms 2 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.376 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® QCS8450 6.656 ms 3 - 103 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.531 ms 0 - 80 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.803 ms 2 - 5 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.691 ms 0 - 199 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.278 ms 0 - 83 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 22.417 ms 3 - 197 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.691 ms 0 - 199 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.531 ms 0 - 80 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.644 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 7.524 ms 8 - 342 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.615 ms 7 - 208 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 5.77 ms 6 - 313 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 11.609 ms 7 - 10 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 5.87 ms 6 - 323 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 5.77 ms 6 - 313 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X2 Elite 2.67 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X Elite 4.56 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.036 ms 0 - 209 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.543 ms 5 - 203 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® QCS8275 13.285 ms 1 - 183 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.15 ms 3 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8775P 5.601 ms 1 - 187 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8650P 5.601 ms 1 - 187 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8255P 5.601 ms 1 - 187 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® QCS8450 8.543 ms 5 - 203 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.989 ms 5 - 198 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.279 ms 5 - 190 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.347 ms 5 - 11 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA7255P 13.285 ms 1 - 183 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8295P 8.894 ms 0 - 169 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.279 ms 5 - 190 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.56 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 3.298 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.622 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.933 ms 2 - 199 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® QCS8275 7.927 ms 1 - 174 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.22 ms 2 - 103 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.853 ms 0 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.853 ms 0 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.853 ms 0 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.025 ms 2 - 182 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.585 ms 3 - 7 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.927 ms 1 - 174 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.448 ms 2 - 180 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.755 ms 2 - 187 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 20.579 ms 2 - 180 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.448 ms 2 - 180 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.025 ms 2 - 182 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.622 ms 2 - 2 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.695 ms 0 - 108 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.413 ms 0 - 86 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® QCS8275 43.391 ms 2 - 31 MB GPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.747 ms 0 - 4 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8775P 5.243 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8650P 5.243 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8255P 5.243 ms 0 - 82 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® QCS8450 7.413 ms 0 - 86 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.686 ms 0 - 81 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite Mobile 2.049 ms 0 - 79 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.967 ms 0 - 13 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA7255P 43.391 ms 2 - 31 MB GPU
YOLOv10-Detection TFLITE float Qualcomm® SA8295P 8.238 ms 0 - 56 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 2.049 ms 0 - 79 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