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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:

  • 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 3.304 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.799 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.51 ms 5 - 230 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 11.779 ms 5 - 212 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 8.152 ms 5 - 8 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.183 ms 5 - 9 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8450 11.779 ms 5 - 212 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 8.098 ms 5 - 7 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.799 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.346 ms 0 - 196 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Mobile 4.346 ms 0 - 196 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.001 ms 0 - 224 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.393 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.656 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.328 ms 0 - 217 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.916 ms 3 - 222 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 17.115 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.79 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.378 ms 2 - 74 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8450 8.916 ms 3 - 222 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.802 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.656 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 25.652 ms 3 - 197 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 9.231 ms 2 - 197 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.507 ms 0 - 79 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.507 ms 0 - 79 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.267 ms 0 - 82 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 9.231 ms 2 - 197 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 7.545 ms 9 - 251 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 11.261 ms 8 - 12 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.811 ms 8 - 11 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 13.691 ms 8 - 11 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 6.033 ms 7 - 226 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 6.033 ms 7 - 226 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 6.012 ms 7 - 241 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.67 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.513 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.971 ms 5 - 216 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.546 ms 3 - 197 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.087 ms 5 - 12 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 12.939 ms 1 - 186 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.051 ms 5 - 89 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.412 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8650P 5.412 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8255P 5.412 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 8.546 ms 3 - 197 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.792 ms 7 - 13 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.513 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.311 ms 0 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.939 ms 1 - 186 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.785 ms 0 - 168 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.311 ms 0 - 185 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.986 ms 5 - 200 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.179 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.687 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.858 ms 2 - 198 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.057 ms 2 - 6 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 7.845 ms 1 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.202 ms 2 - 98 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.846 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.846 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.846 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.894 ms 1 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.687 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 17.493 ms 2 - 181 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.558 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.923 ms 0 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.845 ms 1 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.923 ms 0 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.743 ms 2 - 186 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.558 ms 2 - 180 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.696 ms 0 - 106 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.356 ms 0 - 83 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.739 ms 0 - 14 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 12.402 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.744 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.164 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8650P 5.164 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8255P 5.164 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 7.356 ms 0 - 83 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.91 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 1.997 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.402 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.152 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Mobile 1.997 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.664 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.093 ms 0 - 53 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.891 ms 0 - 59 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.965 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.669 ms 0 - 7 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 3.386 ms 0 - 40 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.623 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.058 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8650P 2.058 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8255P 2.058 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 1.891 ms 0 - 59 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 2.011 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 7.594 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.691 ms 0 - 154 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.809 ms 0 - 40 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.386 ms 0 - 40 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.475 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.809 ms 0 - 40 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.73 ms 0 - 40 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.691 ms 0 - 154 MB NPU

License

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

References

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