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YOLOv11-Detection

Object Detection
PyTorch
real_time
android
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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:

  • 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® 8 Elite Gen 5 For Galaxy Mobile 2.827 ms 1 - 197 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.064 ms 0 - 182 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X2 Elite 3.12 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.288 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 3.805 ms 5 - 225 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 10.226 ms 5 - 205 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-8275 6.426 ms 5 - 9 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.012 ms 5 - 9 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8450 10.226 ms 5 - 205 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-9075 7.228 ms 5 - 8 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.288 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 3.064 ms 0 - 182 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.204 ms 1 - 87 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.447 ms 0 - 83 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.342 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.604 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.363 ms 0 - 215 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.056 ms 3 - 214 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 20.585 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 4.78 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.381 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8450 7.056 ms 3 - 214 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.753 ms 2 - 6 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.604 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 24.137 ms 3 - 194 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 6.849 ms 3 - 189 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.447 ms 0 - 83 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 6.849 ms 3 - 189 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 8.906 ms 12 - 307 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 7.99 ms 10 - 294 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 9.877 ms 13 - 327 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 14.728 ms 10 - 14 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 14.112 ms 10 - 13 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 15.465 ms 13 - 17 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 7.99 ms 10 - 294 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.897 ms 5 - 178 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.346 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.483 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.55 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.986 ms 0 - 193 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 1 Mobile 8.204 ms 4 - 193 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.133 ms 5 - 12 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.165 ms 5 - 21 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.494 ms 0 - 172 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8650P 5.494 ms 0 - 172 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8255P 5.494 ms 0 - 172 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 8.204 ms 4 - 193 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.309 ms 5 - 12 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.55 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.346 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.957 ms 1 - 171 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.549 ms 0 - 163 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.631 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.974 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.072 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.491 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.769 ms 2 - 190 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 3.921 ms 2 - 8 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.104 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.708 ms 0 - 171 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.708 ms 0 - 171 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.436 ms 2 - 7 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.491 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 18.989 ms 2 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.468 ms 2 - 172 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.974 ms 0 - 175 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.62 ms 0 - 168 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.468 ms 2 - 172 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.614 ms 0 - 76 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.977 ms 0 - 62 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.622 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.232 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-8275 4.676 ms 0 - 15 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.749 ms 0 - 15 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.136 ms 0 - 70 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8650P 5.136 ms 0 - 70 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8255P 5.136 ms 0 - 70 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 7.232 ms 0 - 81 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.941 ms 0 - 14 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 1.977 ms 0 - 62 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.264 ms 0 - 67 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 7.969 ms 0 - 55 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.732 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.805 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.097 ms 0 - 56 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.875 ms 0 - 56 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.098 ms 0 - 7 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.656 ms 0 - 7 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.62 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.044 ms 0 - 47 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8650P 2.044 ms 0 - 47 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8255P 2.044 ms 0 - 47 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 1.875 ms 0 - 56 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.838 ms 0 - 7 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 7.751 ms 0 - 157 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.693 ms 0 - 150 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.805 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.36 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.31 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.693 ms 0 - 150 MB NPU

License

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

References

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