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YOLOv10-Detection

Object Detection
PyTorch
real_time
android
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xet
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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® 8 Elite Gen 5 For Galaxy Mobile 2.848 ms 0 - 217 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.036 ms 5 - 192 MB NPU
YOLOv10-Detection ONNX float Snapdragon® X2 Elite 3.161 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® X Elite 6.466 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.829 ms 5 - 220 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 10.352 ms 5 - 207 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 6.593 ms 5 - 9 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.09 ms 5 - 9 MB NPU
YOLOv10-Detection ONNX float Qualcomm® QCS8450 10.352 ms 5 - 207 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 7.312 ms 5 - 8 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.466 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 3.036 ms 5 - 192 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.228 ms 1 - 85 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.501 ms 0 - 81 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X2 Elite 2.355 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® X Elite 5.515 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.291 ms 2 - 105 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 6.555 ms 3 - 106 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 20.286 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.701 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.258 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® QCS8450 6.555 ms 3 - 106 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.751 ms 2 - 6 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.515 ms 2 - 2 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 23.144 ms 0 - 190 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.045 ms 3 - 187 MB NPU
YOLOv10-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.501 ms 0 - 81 MB NPU
YOLOv10-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.045 ms 3 - 187 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 5.16 ms 6 - 183 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 5.162 ms 6 - 175 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 5.313 ms 10 - 10 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 6.768 ms 8 - 212 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 10.226 ms 8 - 12 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.7 ms 6 - 13 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 10.734 ms 8 - 11 MB NPU
YOLOv10-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 5.162 ms 6 - 175 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.932 ms 0 - 174 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.356 ms 5 - 175 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X2 Elite 2.602 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X Elite 4.68 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.032 ms 0 - 198 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.112 ms 5 - 196 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.231 ms 5 - 12 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.236 ms 5 - 6 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8775P 5.666 ms 0 - 172 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8650P 5.666 ms 0 - 172 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8255P 5.666 ms 0 - 172 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® QCS8450 8.112 ms 5 - 196 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.446 ms 5 - 12 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.68 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.356 ms 5 - 175 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA7255P 13.234 ms 0 - 170 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8295P 8.744 ms 0 - 164 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.703 ms 2 - 176 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.964 ms 2 - 172 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.091 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.569 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.8 ms 2 - 189 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.917 ms 2 - 8 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.117 ms 2 - 4 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.695 ms 2 - 173 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.695 ms 2 - 173 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.454 ms 0 - 5 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.569 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 19.085 ms 2 - 175 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.442 ms 2 - 171 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.964 ms 2 - 172 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.742 ms 0 - 168 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.442 ms 2 - 171 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.653 ms 0 - 76 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.988 ms 0 - 63 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.643 ms 0 - 86 MB NPU
YOLOv10-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.288 ms 0 - 84 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.817 ms 0 - 14 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.75 ms 0 - 10 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8775P 5.173 ms 0 - 70 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8650P 5.173 ms 0 - 70 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8255P 5.173 ms 0 - 70 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® QCS8450 7.288 ms 0 - 84 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.978 ms 0 - 13 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 1.988 ms 0 - 63 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA7255P 12.697 ms 0 - 69 MB NPU
YOLOv10-Detection TFLITE float Qualcomm® SA8295P 8.104 ms 0 - 57 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