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YOLOv11-Detection

Object Detection
PyTorch
real_time
android
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xet
 Community

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® 8 Elite Gen 5 Mobile 2.668 ms 0 - 220 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X2 Elite 3.046 ms 3 - 3 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.595 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 4.448 ms 4 - 265 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8550 (Proxy) 6.068 ms 5 - 10 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS9075 6.768 ms 5 - 7 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.043 ms 0 - 223 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.161 ms 0 - 81 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.33 ms 0 - 0 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.755 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.25 ms 0 - 222 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS6490 339.553 ms 94 - 99 MB CPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.261 ms 2 - 7 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS9075 6.036 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCM6690 164.64 ms 85 - 94 MB CPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.37 ms 0 - 73 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 146.447 ms 101 - 111 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 9.815 ms 5 - 509 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 11.654 ms 7 - 7 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 17.815 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 11.783 ms 5 - 632 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 145.762 ms 63 - 73 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 17.455 ms 4 - 7 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 23.74 ms 4 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 83.512 ms 55 - 66 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 9.846 ms 2 - 507 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 75.082 ms 71 - 83 MB CPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.922 ms 4 - 196 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.611 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.464 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.951 ms 5 - 214 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 12.854 ms 1 - 181 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.018 ms 3 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.421 ms 1 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS9075 5.079 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.534 ms 4 - 200 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.854 ms 1 - 181 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.81 ms 0 - 168 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.306 ms 0 - 187 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.763 ms 2 - 185 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.135 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.65 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.972 ms 2 - 200 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 7.914 ms 1 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.298 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.863 ms 1 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS9075 4.838 ms 2 - 6 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCM6690 20.026 ms 2 - 181 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.914 ms 1 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.915 ms 2 - 179 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.466 ms 2 - 184 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.61 ms 0 - 89 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.695 ms 0 - 106 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 12.41 ms 0 - 80 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.719 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.142 ms 0 - 85 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS9075 4.769 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 7.303 ms 0 - 80 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.41 ms 0 - 80 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.086 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.002 ms 0 - 89 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.725 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.099 ms 0 - 52 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS6490 3.908 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.388 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.63 ms 0 - 71 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.061 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS9075 1.987 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCM6690 7.604 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.903 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.388 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.452 ms 0 - 37 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.81 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.686 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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