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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 2.841 ms 1 - 217 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.044 ms 0 - 182 MB NPU
YOLOv10-Detection ONNX float Snapdragon® X2 Elite 3.171 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® X Elite 6.386 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.822 ms 1 - 219 MB NPU
YOLOv10-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 10.412 ms 5 - 209 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 6.599 ms 5 - 9 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.071 ms 5 - 9 MB NPU
YOLOv10-Detection ONNX float Qualcomm® QCS8450 10.412 ms 5 - 209 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 7.332 ms 5 - 8 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.386 ms 5 - 5 MB NPU
YOLOv10-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 3.044 ms 0 - 182 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 1.927 ms 2 - 174 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.354 ms 5 - 180 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X2 Elite 2.615 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® X Elite 4.636 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.022 ms 0 - 199 MB NPU
YOLOv10-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.083 ms 4 - 197 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.22 ms 5 - 12 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.246 ms 5 - 6 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8775P 5.657 ms 1 - 173 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8650P 5.657 ms 1 - 173 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8255P 5.657 ms 1 - 173 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® QCS8450 8.083 ms 4 - 197 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.451 ms 5 - 12 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.636 ms 5 - 5 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.354 ms 5 - 180 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA7255P 13.231 ms 1 - 172 MB NPU
YOLOv10-Detection QNN_DLC float Qualcomm® SA8295P 8.73 ms 0 - 164 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.696 ms 2 - 179 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.961 ms 2 - 177 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.096 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.533 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.803 ms 2 - 189 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.919 ms 2 - 7 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.118 ms 2 - 18 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.695 ms 2 - 173 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 4.453 ms 1 - 5 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.533 ms 2 - 2 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 19.482 ms 2 - 175 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.432 ms 2 - 171 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.961 ms 2 - 177 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.751 ms 1 - 169 MB NPU
YOLOv10-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.432 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