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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 3.021 ms 3 - 3 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.613 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 4.491 ms 5 - 268 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8550 (Proxy) 6.076 ms 5 - 9 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS9075 6.721 ms 5 - 7 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.026 ms 0 - 223 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.671 ms 1 - 221 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.32 ms 0 - 0 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.76 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.231 ms 3 - 223 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS6490 323.635 ms 94 - 99 MB CPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.262 ms 2 - 7 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS9075 6.118 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCM6690 165.128 ms 84 - 93 MB CPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.377 ms 0 - 78 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 147.013 ms 78 - 88 MB CPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.16 ms 0 - 82 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 11.648 ms 6 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 17.819 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 11.771 ms 5 - 631 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 141.622 ms 63 - 73 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 16.497 ms 4 - 11 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 22.999 ms 4 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 84.118 ms 52 - 63 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 9.872 ms 2 - 503 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 74.883 ms 65 - 76 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 9.753 ms 5 - 510 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.516 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.267 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.886 ms 5 - 213 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 12.709 ms 1 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.879 ms 5 - 7 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.263 ms 0 - 183 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS9075 5.023 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.394 ms 5 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.709 ms 1 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.637 ms 0 - 166 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.262 ms 5 - 189 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.863 ms 5 - 190 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.2 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.613 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.974 ms 2 - 203 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 8.004 ms 0 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.261 ms 2 - 112 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.867 ms 0 - 177 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS9075 4.882 ms 1 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCM6690 19.484 ms 2 - 181 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.004 ms 0 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.946 ms 2 - 179 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.543 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.762 ms 2 - 185 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.608 ms 0 - 112 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 12.268 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.613 ms 0 - 3 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.013 ms 0 - 92 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS9075 4.727 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 7.178 ms 0 - 77 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.268 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.064 ms 0 - 52 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.957 ms 0 - 75 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.541 ms 0 - 89 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.105 ms 0 - 53 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS6490 3.745 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.426 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.632 ms 0 - 3 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 8.216 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS9075 2.011 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCM6690 7.634 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.881 ms 0 - 55 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.426 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.471 ms 0 - 37 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.819 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.696 ms 0 - 155 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.728 ms 0 - 44 MB NPU

License

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

References

Community

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