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 2.874 ms 1 - 210 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Mobile 4.331 ms 0 - 210 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X2 Elite 3.21 ms 3 - 3 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.785 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.785 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.56 ms 5 - 235 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8550 (Proxy) 6.279 ms 5 - 15 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.331 ms 0 - 210 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS9075 7.375 ms 5 - 8 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.259 ms 0 - 82 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.504 ms 0 - 73 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.429 ms 0 - 0 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.865 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.865 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.331 ms 2 - 222 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS6490 321.686 ms 94 - 99 MB CPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8550 (Proxy) 5.365 ms 2 - 7 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCM6690 165.626 ms 84 - 93 MB CPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 146.559 ms 101 - 111 MB CPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS9075 6.395 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.504 ms 0 - 73 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 146.559 ms 101 - 111 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 9.538 ms 5 - 357 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 9.697 ms 2 - 352 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X2 Elite 11.458 ms 6 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 17.704 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® X Elite 17.704 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 11.718 ms 5 - 653 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS6490 144.565 ms 62 - 71 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS8550 (Proxy) 16.664 ms 0 - 11 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 75.344 ms 70 - 82 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 9.697 ms 2 - 352 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCM6690 83.893 ms 53 - 65 MB CPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® QCS9075 21.304 ms 4 - 6 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 7 Gen 4 Mobile 75.344 ms 70 - 82 MB CPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.928 ms 5 - 198 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.31 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.638 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.443 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.443 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.958 ms 0 - 209 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.045 ms 5 - 7 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.404 ms 1 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.404 ms 1 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.404 ms 1 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS8450 (Proxy) 8.519 ms 4 - 200 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.93 ms 0 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.31 ms 0 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.814 ms 0 - 168 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® QCS9075 5.03 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.725 ms 2 - 184 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.923 ms 2 - 179 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X2 Elite 2.113 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.602 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® X Elite 4.602 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.859 ms 2 - 199 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.202 ms 2 - 4 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.851 ms 1 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.851 ms 1 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.851 ms 1 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCM6690 17.536 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.461 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® QCS9075 4.769 ms 1 - 5 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.829 ms 2 - 174 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 1.923 ms 2 - 179 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.461 ms 2 - 180 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.612 ms 0 - 89 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Mobile 1.988 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.691 ms 0 - 108 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8550 (Proxy) 3.754 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.196 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.196 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.196 ms 0 - 87 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 (Proxy) 7.299 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.402 ms 0 - 80 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.988 ms 0 - 79 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.095 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS9075 4.761 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.725 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.815 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.096 ms 0 - 52 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS6490 3.709 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 1.641 ms 0 - 9 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.062 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.062 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.062 ms 0 - 43 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS9075 2.013 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 1.901 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.687 ms 0 - 155 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCM6690 7.611 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.815 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.395 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.449 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.687 ms 0 - 155 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