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YOLOv11-Detection

Object Detection
PyTorch
real_time
android
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xet
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YOLOv11-Detection: Optimized for Qualcomm Devices

Ultralytics YOLOv11 is a machine learning model that predicts bounding boxes and classes of objects in an image.

This is based on the implementation of YOLOv11-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 YOLOv11-Detection on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Model checkpoint: YOLO11-N
  • Input resolution: 640x640
  • Number of parameters: 2.64M
  • Model size (float): 10.1 MB
  • Model size (w8a8): 2.83 MB
  • Model size (w8a16): 3.30 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv11-Detection ONNX float Snapdragon® X2 Elite 3.309 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.834 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.499 ms 5 - 226 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 11.797 ms 5 - 212 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.213 ms 5 - 114 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8450 11.797 ms 5 - 212 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.994 ms 1 - 219 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Mobile 4.354 ms 3 - 197 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 9.714 ms 5 - 7 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.354 ms 3 - 197 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.834 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.404 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.642 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.337 ms 0 - 219 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.876 ms 3 - 222 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.991 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.364 ms 2 - 128 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8450 8.876 ms 3 - 222 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.495 ms 0 - 81 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.797 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 9.167 ms 3 - 198 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.271 ms 0 - 83 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 25.1 ms 3 - 198 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 9.167 ms 3 - 198 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.495 ms 0 - 81 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.642 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 10.78 ms 4 - 4 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 15.69 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 10.479 ms 5 - 371 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 14.587 ms 4 - 8 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 8.627 ms 2 - 360 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 18.846 ms 4 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 9.089 ms 2 - 375 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 8.627 ms 2 - 360 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 15.69 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.545 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.566 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.966 ms 0 - 213 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.548 ms 5 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8275 12.904 ms 1 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.048 ms 5 - 6 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.416 ms 0 - 181 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8650P 5.416 ms 0 - 181 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8255P 5.416 ms 0 - 181 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 8.548 ms 5 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.981 ms 5 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.318 ms 5 - 189 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.17 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.904 ms 1 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.804 ms 0 - 168 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.318 ms 5 - 189 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.566 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.106 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.593 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.859 ms 2 - 199 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8275 7.812 ms 2 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.212 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.838 ms 1 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.838 ms 1 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.838 ms 1 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.924 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.562 ms 4 - 8 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.812 ms 2 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.506 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.744 ms 2 - 186 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 17.414 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.506 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.924 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.593 ms 2 - 2 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.697 ms 0 - 108 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.336 ms 0 - 85 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8275 12.424 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.725 ms 0 - 3 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.149 ms 0 - 85 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8650P 5.149 ms 0 - 85 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8255P 5.149 ms 0 - 85 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 7.336 ms 0 - 85 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.66 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Mobile 2.01 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.884 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.424 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.072 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 2.01 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.1 ms 0 - 52 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.91 ms 0 - 57 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.988 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8275 3.413 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.623 ms 0 - 32 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.065 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8650P 2.065 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8255P 2.065 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 1.91 ms 0 - 57 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.81 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.69 ms 0 - 154 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.85 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.413 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.434 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.731 ms 0 - 40 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 7.555 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.69 ms 0 - 154 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.81 ms 0 - 44 MB NPU

License

  • The license for the original implementation of YOLOv11-Detection can be found here.

References

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