Hugging Face's logo

qualcomm
/
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® 8 Elite Gen 5 Mobile 2.669 ms 0 - 221 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X2 Elite 3.035 ms 3 - 3 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.67 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 4.481 ms 5 - 270 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8550 (Proxy) 6.082 ms 5 - 11 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS9075 6.737 ms 5 - 7 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.039 ms 1 - 225 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.168 ms 0 - 81 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.33 ms 0 - 0 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.764 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.234 ms 0 - 220 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS6490 329.016 ms 94 - 99 MB CPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.246 ms 2 - 7 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS9075 6.119 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCM6690 165.375 ms 84 - 94 MB CPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.377 ms 0 - 73 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 146.642 ms 97 - 106 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 9.757 ms 5 - 510 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 11.636 ms 7 - 7 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 17.866 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 11.758 ms 5 - 628 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 142.288 ms 62 - 72 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 16.79 ms 4 - 7 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 23.393 ms 4 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 83.861 ms 62 - 74 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 9.876 ms 2 - 503 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 74.776 ms 66 - 79 MB CPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.869 ms 1 - 186 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.551 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.297 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.891 ms 5 - 214 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8275 (Proxy) 12.701 ms 1 - 183 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 3.896 ms 5 - 7 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.281 ms 0 - 183 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS9075 5.016 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.426 ms 5 - 196 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.701 ms 1 - 183 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.62 ms 1 - 167 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.249 ms 1 - 187 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.768 ms 2 - 184 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.182 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.626 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.98 ms 2 - 203 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 8.011 ms 0 - 173 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.261 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 20.282 ms 1 - 173 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS9075 4.888 ms 1 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCM6690 18.254 ms 2 - 182 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 8.011 ms 0 - 173 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.938 ms 2 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.525 ms 2 - 180 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.54 ms 0 - 88 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.613 ms 0 - 109 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8275 (Proxy) 12.283 ms 0 - 82 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.625 ms 0 - 12 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 20.522 ms 0 - 90 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS9075 4.721 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 7.099 ms 0 - 77 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.283 ms 0 - 82 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.039 ms 0 - 52 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.959 ms 0 - 75 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.728 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.105 ms 0 - 53 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS6490 3.991 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 3.418 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.636 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.079 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS9075 2.017 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCM6690 7.643 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.932 ms 0 - 55 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.418 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.472 ms 0 - 37 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.831 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.704 ms 0 - 158 MB NPU

License

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

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Object Detection
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support