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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 2.67 ms 1 - 221 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X2 Elite 3.034 ms 3 - 3 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.584 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 4.523 ms 5 - 268 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8550 (Proxy) 6.087 ms 5 - 60 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS9075 6.725 ms 5 - 7 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.034 ms 0 - 224 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.168 ms 0 - 82 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.33 ms 0 - 0 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.746 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.254 ms 0 - 221 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS6490 324.791 ms 94 - 99 MB CPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.283 ms 2 - 7 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS9075 6.039 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCM6690 165.197 ms 88 - 97 MB CPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.368 ms 0 - 74 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 146.161 ms 100 - 110 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 9.796 ms 5 - 509 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 11.675 ms 7 - 7 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 17.807 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 11.783 ms 5 - 629 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 145.356 ms 61 - 71 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 16.328 ms 4 - 9 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 23.828 ms 4 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 83.793 ms 55 - 67 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 9.887 ms 2 - 503 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 74.92 ms 71 - 83 MB CPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.866 ms 5 - 189 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.49 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.25 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.896 ms 0 - 209 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 12.708 ms 2 - 183 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.917 ms 2 - 3 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.288 ms 0 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS9075 5.049 ms 7 - 13 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.425 ms 3 - 194 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.708 ms 2 - 183 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.597 ms 0 - 166 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.267 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.768 ms 1 - 184 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.15 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.646 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.981 ms 2 - 202 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.255 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.87 ms 0 - 177 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS9075 4.67 ms 1 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCM6690 19.702 ms 2 - 182 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.943 ms 2 - 179 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.441 ms 2 - 180 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.535 ms 0 - 88 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.614 ms 0 - 110 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 12.228 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.662 ms 0 - 3 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.018 ms 0 - 91 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS9075 4.74 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 7.113 ms 1 - 78 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.228 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.07 ms 0 - 52 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.95 ms 0 - 88 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.727 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.11 ms 0 - 53 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS6490 3.762 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.459 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.64 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.097 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS9075 2.035 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) 1.917 ms 0 - 55 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.459 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.495 ms 0 - 37 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.823 ms 0 - 37 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.705 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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