YOLOv11-Detection: Optimized for Mobile Deployment
Real-time object detection optimized for mobile and edge by Ultralytics
Ultralytics YOLOv11 is a machine learning model that predicts bounding boxes and classes of objects in an image.
This model is an implementation of YOLOv11-Detection found here.
More details on model performance across various devices, can be found here.
Model Details
- Model Type: Model_use_case.object_detection
- Model Stats:
- Model checkpoint: YOLO11-N
- Input resolution: 640x640
- Number of parameters: None
- Model size (float): None
- Model size (w8a8): 2.83 MB
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model |
|---|---|---|---|---|---|---|---|---|
| YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 15.987 ms | 0 - 39 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.885 ms | 1 - 10 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 8.943 ms | 0 - 38 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.811 ms | 5 - 44 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 5.893 ms | 0 - 21 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.283 ms | 5 - 8 MB | NPU | -- |
| YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.244 ms | 0 - 40 MB | NPU | -- |
| YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.612 ms | 2 - 14 MB | NPU | -- |
| YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 15.987 ms | 0 - 39 MB | NPU | -- |
| YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.885 ms | 1 - 10 MB | NPU | -- |
| YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.038 ms | 0 - 17 MB | NPU | -- |
| YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.325 ms | 5 - 16 MB | NPU | -- |
| YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.261 ms | 0 - 26 MB | NPU | -- |
| YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 8.537 ms | 0 - 17 MB | NPU | -- |
| YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 5.928 ms | 0 - 20 MB | NPU | -- |
| YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.353 ms | 5 - 7 MB | NPU | -- |
| YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.244 ms | 0 - 40 MB | NPU | -- |
| YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.612 ms | 2 - 14 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 5.904 ms | 0 - 17 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.284 ms | 0 - 48 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.789 ms | 5 - 33 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.254 ms | 0 - 57 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.998 ms | 5 - 193 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.777 ms | 0 - 161 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.513 ms | 0 - 49 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.298 ms | 5 - 126 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.959 ms | 5 - 91 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.703 ms | 5 - 5 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.143 ms | 5 - 5 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.664 ms | 4 - 45 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.15 ms | 3 - 91 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.44 ms | 3 - 125 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.328 ms | 2 - 2 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.736 ms | 0 - 24 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.67 ms | 1 - 11 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.007 ms | 0 - 31 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.142 ms | 1 - 38 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.854 ms | 0 - 12 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.852 ms | 1 - 3 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.295 ms | 0 - 25 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.296 ms | 1 - 14 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.075 ms | 0 - 31 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.937 ms | 1 - 13 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 64.13 ms | 1 - 12 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.736 ms | 0 - 24 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.67 ms | 1 - 11 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.863 ms | 0 - 12 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.85 ms | 1 - 3 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.692 ms | 0 - 26 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.617 ms | 1 - 19 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.86 ms | 0 - 11 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.849 ms | 1 - 4 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.295 ms | 0 - 25 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.296 ms | 1 - 14 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.846 ms | 0 - 12 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.864 ms | 1 - 12 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.87 ms | 2 - 35 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.22 ms | 0 - 33 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.223 ms | 1 - 38 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.983 ms | 1 - 78 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.938 ms | 0 - 27 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.082 ms | 1 - 34 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.255 ms | 0 - 98 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.114 ms | 1 - 1 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.238 ms | 0 - 0 MB | NPU | -- |
License
- The license for the original implementation of YOLOv11-Detection can be found here.
- The license for the compiled assets for on-device deployment 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.
Usage and Limitations
Model may not be used for or in connection with any of the following applications:
- Accessing essential private and public services and benefits;
- Administration of justice and democratic processes;
- Assessing or recognizing the emotional state of a person;
- Biometric and biometrics-based systems, including categorization of persons based on sensitive characteristics;
- Education and vocational training;
- Employment and workers management;
- Exploitation of the vulnerabilities of persons resulting in harmful behavior;
- General purpose social scoring;
- Law enforcement;
- Management and operation of critical infrastructure;
- Migration, asylum and border control management;
- Predictive policing;
- Real-time remote biometric identification in public spaces;
- Recommender systems of social media platforms;
- Scraping of facial images (from the internet or otherwise); and/or
- Subliminal manipulation
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