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YOLOv11-Detection

Object Detection
PyTorch
real_time
android
Model card Files
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® X2 Elite 3.303 ms 181 - 181 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.909 ms 156 - 156 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.49 ms 2 - 211 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 11.85 ms 5 - 198 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8550 (Proxy) 7.17 ms 5 - 8 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8450 11.85 ms 5 - 198 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Mobile 4.358 ms 1 - 197 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.97 ms 0 - 217 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS9075 7.445 ms 2 - 50 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8750 4.358 ms 1 - 197 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS7181 6.909 ms 156 - 156 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.402 ms 211 - 211 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.603 ms 178 - 178 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.337 ms 0 - 209 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.906 ms 0 - 209 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS6490 13.077 ms 1 - 48 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.404 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8450 8.906 ms 0 - 209 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.263 ms 0 - 78 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.493 ms 0 - 80 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS9075 6.332 ms 1 - 48 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 9.214 ms 3 - 198 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCM6690 24.554 ms 3 - 194 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS7790 9.214 ms 3 - 198 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8750 2.493 ms 0 - 80 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS7181 5.603 ms 178 - 178 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 10.735 ms 210 - 210 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 15.827 ms 179 - 179 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 10.481 ms 5 - 365 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 15.474 ms 0 - 10 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 8.631 ms 2 - 362 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 9.081 ms 2 - 372 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 20.267 ms 0 - 48 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8750 8.631 ms 2 - 362 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS7181 15.827 ms 179 - 179 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.58 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.458 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.959 ms 5 - 215 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.536 ms 3 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8275 12.919 ms 1 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.079 ms 5 - 107 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 8.536 ms 3 - 199 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.313 ms 5 - 190 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.919 ms 1 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.802 ms 0 - 167 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.957 ms 4 - 201 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS9075 5.027 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8750 2.313 ms 5 - 190 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS7181 4.458 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.286 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.618 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.86 ms 2 - 200 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8275 7.825 ms 1 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.204 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.739 ms 2 - 186 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.92 ms 2 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS9075 4.779 ms 4 - 8 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.506 ms 2 - 183 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCM6690 18.818 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.825 ms 1 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS7790 4.506 ms 2 - 183 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8750 1.92 ms 2 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS7181 4.618 ms 2 - 2 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.702 ms 0 - 108 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.282 ms 0 - 84 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8275 12.416 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.767 ms 0 - 5 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 19.242 ms 3 - 34 MB GPU
YOLOv11-Detection TFLITE float Qualcomm® SA8650P 19.242 ms 3 - 34 MB GPU
YOLOv11-Detection TFLITE float Qualcomm® SA8255P 19.242 ms 3 - 34 MB GPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 7.282 ms 0 - 84 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Mobile 2.017 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.416 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.103 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.644 ms 0 - 82 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS9075 4.768 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8750 2.017 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.098 ms 0 - 52 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.905 ms 0 - 58 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS6490 4.056 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8275 3.373 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.65 ms 0 - 74 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 22.35 ms 8 - 40 MB GPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8650P 22.35 ms 8 - 40 MB GPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8255P 22.35 ms 8 - 40 MB GPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 1.905 ms 0 - 58 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS9075 1.994 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.373 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCM6690 7.592 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.691 ms 0 - 154 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.462 ms 0 - 37 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.729 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.808 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS7790 1.691 ms 0 - 154 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8750 0.808 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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