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® X2 Elite 3.304 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® X Elite 6.83 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 3 Mobile 5.489 ms 5 - 225 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Gen 1 Mobile 11.801 ms 1 - 206 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.235 ms 5 - 9 MB NPU
YOLOv11-Detection ONNX float Qualcomm® QCS8450 11.801 ms 1 - 206 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 6.83 ms 5 - 5 MB NPU
YOLOv11-Detection ONNX float Qualcomm® Dragonwing™ Q-8750 4.344 ms 3 - 199 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Mobile 4.344 ms 3 - 199 MB NPU
YOLOv11-Detection ONNX float Snapdragon® 8 Elite Gen 5 Mobile 2.999 ms 1 - 219 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X2 Elite 2.4 ms 2 - 2 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® X Elite 5.654 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.327 ms 0 - 220 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.847 ms 3 - 221 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 16.436 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.364 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® QCS8450 8.847 ms 3 - 221 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 5.806 ms 2 - 5 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.654 ms 1 - 1 MB NPU
YOLOv11-Detection ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.49 ms 2 - 83 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Mobile 2.49 ms 2 - 83 MB NPU
YOLOv11-Detection ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.266 ms 0 - 83 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Gen 3 Mobile 7.578 ms 9 - 250 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 10.791 ms 8 - 185 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 13.83 ms 8 - 11 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Qualcomm® Dragonwing™ Q-8750 5.877 ms 6 - 227 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Mobile 5.877 ms 6 - 227 MB NPU
YOLOv11-Detection ONNX w8a8_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 6.015 ms 7 - 242 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X2 Elite 2.539 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® X Elite 4.494 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.96 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™ QCS8275 12.92 ms 0 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.052 ms 5 - 6 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8775P 5.441 ms 1 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8650P 5.441 ms 1 - 182 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8255P 5.441 ms 1 - 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 6.168 ms 5 - 11 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 4.494 ms 5 - 5 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.323 ms 0 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA7255P 12.92 ms 0 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Qualcomm® SA8295P 8.771 ms 0 - 168 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Mobile 2.323 ms 0 - 184 MB NPU
YOLOv11-Detection QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.977 ms 5 - 199 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 4.609 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 2.862 ms 2 - 199 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 7.827 ms 0 - 173 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.198 ms 2 - 107 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8775P 4.805 ms 0 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8650P 4.805 ms 0 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA8255P 4.805 ms 0 - 176 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 4.588 ms 3 - 7 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 4.609 ms 2 - 2 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 18.577 ms 26 - 203 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 4.596 ms 2 - 180 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 1.92 ms 2 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Qualcomm® SA7255P 7.827 ms 0 - 173 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 1.92 ms 2 - 178 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.748 ms 2 - 185 MB NPU
YOLOv11-Detection QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 4.596 ms 2 - 180 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 3 Mobile 2.693 ms 0 - 106 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Gen 1 Mobile 7.307 ms 0 - 84 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ QCS8275 12.427 ms 0 - 80 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.72 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8775P 5.158 ms 0 - 86 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8650P 5.158 ms 0 - 86 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8255P 5.158 ms 0 - 86 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® QCS8450 7.307 ms 0 - 84 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ IQ-9075 4.906 ms 0 - 13 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® Dragonwing™ Q-8750 1.999 ms 0 - 90 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA7255P 12.427 ms 0 - 80 MB NPU
YOLOv11-Detection TFLITE float Qualcomm® SA8295P 8.09 ms 0 - 54 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Mobile 1.999 ms 0 - 90 MB NPU
YOLOv11-Detection TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.629 ms 0 - 82 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 1.096 ms 0 - 51 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.899 ms 0 - 58 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 4.967 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 3.398 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.621 ms 0 - 2 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8775P 2.066 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8650P 2.066 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8255P 2.066 ms 0 - 44 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® QCS8450 1.899 ms 0 - 58 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.856 ms 0 - 6 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 7.584 ms 0 - 165 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.694 ms 0 - 154 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.81 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA7255P 3.398 ms 0 - 39 MB NPU
YOLOv11-Detection TFLITE w8a8 Qualcomm® SA8295P 2.466 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.81 ms 0 - 38 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.731 ms 0 - 41 MB NPU
YOLOv11-Detection TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.694 ms 0 - 154 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