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 Gen 3 Mobile | 3.756 ms | 0 - 204 MB | NPU |
| YOLOv11-Detection | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.472 ms | 5 - 9 MB | NPU |
| YOLOv11-Detection | ONNX | float | Qualcomm® QCS9075 | 7.247 ms | 5 - 7 MB | NPU |
| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.44 ms | 1 - 160 MB | NPU |
| YOLOv11-Detection | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.651 ms | 0 - 156 MB | NPU |
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® X Elite | 5.673 ms | 2 - 2 MB | NPU |
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.434 ms | 0 - 168 MB | NPU |
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS6490 | 335.967 ms | 92 - 97 MB | CPU |
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 5.442 ms | 0 - 32 MB | NPU |
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCS9075 | 6.578 ms | 2 - 5 MB | NPU |
| YOLOv11-Detection | ONNX | w8a16 | Qualcomm® QCM6690 | 168.272 ms | 84 - 93 MB | CPU |
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.612 ms | 0 - 138 MB | NPU |
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 149.516 ms | 118 - 128 MB | CPU |
| YOLOv11-Detection | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.397 ms | 0 - 142 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® X Elite | 4.326 ms | 5 - 5 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.882 ms | 0 - 256 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 12.685 ms | 0 - 202 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 3.906 ms | 2 - 4 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8775P | 5.28 ms | 1 - 203 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS9075 | 4.998 ms | 5 - 11 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 8.432 ms | 4 - 196 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA7255P | 12.685 ms | 0 - 202 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Qualcomm® SA8295P | 8.576 ms | 1 - 166 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.242 ms | 0 - 199 MB | NPU |
| YOLOv11-Detection | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.86 ms | 5 - 208 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® X Elite | 4.639 ms | 2 - 2 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.958 ms | 0 - 201 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 7.9 ms | 1 - 174 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.247 ms | 2 - 4 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA8775P | 4.852 ms | 1 - 178 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 4.715 ms | 2 - 6 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 20.26 ms | 2 - 183 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Qualcomm® SA7255P | 7.9 ms | 1 - 174 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 2.089 ms | 2 - 182 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 4.485 ms | 2 - 180 MB | NPU |
| YOLOv11-Detection | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.759 ms | 2 - 184 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.605 ms | 0 - 186 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 12.27 ms | 0 - 108 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 3.619 ms | 0 - 2 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8775P | 5.072 ms | 0 - 109 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS9075 | 4.706 ms | 0 - 13 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 7.114 ms | 0 - 76 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA7255P | 12.27 ms | 0 - 108 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Qualcomm® SA8295P | 8.04 ms | 0 - 52 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.97 ms | 0 - 111 MB | NPU |
| YOLOv11-Detection | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.564 ms | 0 - 108 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.105 ms | 0 - 55 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS6490 | 3.934 ms | 0 - 6 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 3.414 ms | 0 - 40 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.634 ms | 0 - 2 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8775P | 8.182 ms | 0 - 42 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.993 ms | 0 - 6 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCM6690 | 7.674 ms | 0 - 165 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.874 ms | 0 - 55 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA7255P | 3.414 ms | 0 - 40 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Qualcomm® SA8295P | 2.479 ms | 0 - 38 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.819 ms | 0 - 36 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.693 ms | 0 - 153 MB | NPU |
| YOLOv11-Detection | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.732 ms | 0 - 45 MB | NPU |
License
- The license for the original implementation of YOLOv11-Detection can be found here.
References
Community
- Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
- For questions or feedback please reach out to us.