---
library_name: pytorch
license: other
tags:
- real_time
- android
pipeline_tag: object-detection

---

![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/yolov11_det/web-assets/model_demo.png)

# 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](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect).
This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolov11_det) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) 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](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolov11_det) 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](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/yolov11_det) 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 | 3.295 ms | 5 - 5 MB | NPU
| YOLOv11-Detection | ONNX | float | Snapdragon® X Elite | 6.835 ms | 5 - 5 MB | NPU
| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.514 ms | 5 - 227 MB | NPU
| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 11.783 ms | 5 - 213 MB | NPU
| YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 8.121 ms | 5 - 8 MB | NPU
| YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.195 ms | 5 - 129 MB | NPU
| YOLOv11-Detection | ONNX | float | Qualcomm® QCS8450 | 11.783 ms | 5 - 213 MB | NPU
| YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 8.138 ms | 5 - 7 MB | NPU
| YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.835 ms | 5 - 5 MB | NPU
| YOLOv11-Detection | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.362 ms | 3 - 200 MB | NPU
| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Mobile | 4.362 ms | 3 - 200 MB | NPU
| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.005 ms | 1 - 222 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X2 Elite | 2.404 ms | 2 - 2 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.639 ms | 1 - 1 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.332 ms | 0 - 218 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.866 ms | 3 - 220 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 16.535 ms | 2 - 5 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.784 ms | 2 - 6 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.392 ms | 2 - 6 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS8450 | 8.866 ms | 3 - 220 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.818 ms | 2 - 5 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.639 ms | 1 - 1 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 24.882 ms | 3 - 197 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 9.181 ms | 3 - 198 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.493 ms | 0 - 80 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.493 ms | 0 - 80 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.26 ms | 0 - 82 MB | NPU
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 9.181 ms | 3 - 198 MB | NPU
| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Gen 3 Mobile | 7.551 ms | 9 - 254 MB | NPU
| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-8275 | 11.229 ms | 8 - 12 MB | NPU
| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 10.812 ms | 6 - 12 MB | NPU
| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ IQ-9075 | 11.909 ms | 8 - 11 MB | NPU
| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Qualcomm® Dragonwing™ Q-8750 | 6.027 ms | 6 - 225 MB | NPU
| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Mobile | 6.027 ms | 6 - 225 MB | NPU
| YOLOv11-Detection | ONNX | w8a8_mixed_int16 | Snapdragon® 8 Elite Gen 5 Mobile | 6.038 ms | 7 - 240 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® X2 Elite | 2.592 ms | 5 - 5 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.497 ms | 5 - 5 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.957 ms | 0 - 210 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 8.578 ms | 4 - 200 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 5.083 ms | 5 - 12 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 12.923 ms | 1 - 185 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.036 ms | 5 - 7 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.395 ms | 1 - 183 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8650P | 5.395 ms | 1 - 183 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8255P | 5.395 ms | 1 - 183 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8450 | 8.578 ms | 4 - 200 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 5.196 ms | 5 - 11 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 4.497 ms | 5 - 5 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.317 ms | 5 - 190 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA7255P | 12.923 ms | 1 - 185 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.798 ms | 0 - 167 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2.317 ms | 5 - 190 MB | NPU
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.948 ms | 5 - 200 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.166 ms | 2 - 2 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.614 ms | 2 - 2 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.852 ms | 2 - 197 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.061 ms | 2 - 7 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 7.849 ms | 1 - 175 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.195 ms | 0 - 11 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.808 ms | 0 - 177 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8650P | 4.808 ms | 0 - 177 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8255P | 4.808 ms | 0 - 177 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 4.593 ms | 3 - 7 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 4.614 ms | 2 - 2 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 18.962 ms | 2 - 180 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 4.574 ms | 2 - 183 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 1.922 ms | 2 - 179 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.849 ms | 1 - 175 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 1.922 ms | 2 - 179 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.742 ms | 2 - 188 MB | NPU
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.574 ms | 2 - 183 MB | NPU
| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.69 ms | 0 - 105 MB | NPU
| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 7.362 ms | 0 - 79 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.747 ms | 0 - 14 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 12.397 ms | 0 - 80 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.731 ms | 0 - 2 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8775P | 5.14 ms | 0 - 86 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8650P | 5.14 ms | 0 - 86 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8255P | 5.14 ms | 0 - 86 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8450 | 7.362 ms | 0 - 79 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.914 ms | 0 - 13 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.003 ms | 0 - 79 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA7255P | 12.397 ms | 0 - 80 MB | NPU
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8295P | 8.141 ms | 0 - 54 MB | NPU
| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Mobile | 2.003 ms | 0 - 79 MB | NPU
| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.666 ms | 0 - 82 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.095 ms | 0 - 51 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.89 ms | 0 - 58 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.003 ms | 0 - 6 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.66 ms | 0 - 7 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.407 ms | 0 - 39 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.613 ms | 0 - 2 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 2.062 ms | 0 - 43 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8650P | 2.062 ms | 0 - 43 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8255P | 2.062 ms | 0 - 43 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.89 ms | 0 - 58 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.87 ms | 0 - 6 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 7.605 ms | 0 - 165 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.695 ms | 0 - 155 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.817 ms | 0 - 38 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 3.407 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 | 0.817 ms | 0 - 38 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.732 ms | 0 - 40 MB | NPU
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.695 ms | 0 - 155 MB | NPU

## License
* The license for the original implementation of YOLOv11-Detection can be found
  [here](https://github.com/ultralytics/ultralytics/blob/main/LICENSE).

## References
* [Ultralytics YOLOv11 Docs: Object Detection](https://docs.ultralytics.com/tasks/detect/)
* [Source Model Implementation](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/detect)

## Community
* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).