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YOLOv11-Detection

Object Detection
PyTorch
real_time
android
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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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv11-Detection ONNX float Snapdragon® X2 Elite 3.302 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.904 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.481 ms 5 - 227 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 11.751 ms 2 - 209 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 8.142 ms 5 - 8 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.19 ms 5 - 9 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8450 11.751 ms 2 - 209 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 8.118 ms 5 - 7 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.904 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.343 ms 0 - 195 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Mobile 4.343 ms 0 - 195 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.0 ms 0 - 221 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.398 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.637 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.33 ms 0 - 218 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.906 ms 3 - 220 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.326 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.781 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.358 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8450 8.906 ms 3 - 220 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.821 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.637 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 25.567 ms 3 - 197 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 9.219 ms 3 - 201 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.498 ms 1 - 80 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.498 ms 1 - 80 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.268 ms 0 - 82 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 9.219 ms 3 - 201 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 7.558 ms 9 - 249 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 11.201 ms 8 - 12 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.809 ms 8 - 72 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 11.863 ms 8 - 11 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 5.879 ms 8 - 227 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 5.879 ms 8 - 227 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 6.014 ms 7 - 240 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.662 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.474 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.948 ms 5 - 216 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.571 ms 5 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.094 ms 5 - 12 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.04 ms 5 - 95 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.391 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8650P 5.391 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8255P 5.391 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 8.571 ms 5 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.189 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.474 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.321 ms 0 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.916 ms 0 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.78 ms 0 - 168 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.321 ms 0 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.985 ms 5 - 201 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.113 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.566 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.853 ms 2 - 201 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.056 ms 0 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.197 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.81 ms 1 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.81 ms 1 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.81 ms 1 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.584 ms 0 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.566 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 18.894 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.571 ms 2 - 183 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.92 ms 2 - 181 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.81 ms 0 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.92 ms 2 - 181 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.747 ms 2 - 186 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.571 ms 2 - 183 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.698 ms 0 - 105 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.364 ms 0 - 84 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.744 ms 0 - 14 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.741 ms 0 - 3 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.168 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8650P 5.168 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8255P 5.168 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 7.364 ms 0 - 84 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.909 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 2.012 ms 0 - 89 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.393 ms 0 - 80 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.137 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Mobile 2.012 ms 0 - 89 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.666 ms 0 - 83 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.097 ms 0 - 51 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.914 ms 0 - 58 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.854 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.67 ms 0 - 7 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.615 ms 0 - 72 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.071 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8650P 2.071 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8255P 2.071 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 1.914 ms 0 - 58 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.855 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 7.6 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.693 ms 0 - 155 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.81 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.385 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.468 ms 0 - 37 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.81 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.732 ms 0 - 40 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.693 ms 0 - 155 MB NPU

License

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

References

Community

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