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 | 16.214 ms | 0 - 26 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.989 ms | 3 - 13 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.236 ms | 0 - 40 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 7.757 ms | 5 - 37 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 5.969 ms | 0 - 10 MB | NPU | -- |
| YOLOv11-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.292 ms | 5 - 7 MB | NPU | -- |
| YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.33 ms | 0 - 27 MB | NPU | -- |
| YOLOv11-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.596 ms | 0 - 14 MB | NPU | -- |
| YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.214 ms | 0 - 26 MB | NPU | -- |
| YOLOv11-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.989 ms | 3 - 13 MB | NPU | -- |
| YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 5.947 ms | 0 - 11 MB | NPU | -- |
| YOLOv11-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.335 ms | 7 - 9 MB | NPU | -- |
| YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.333 ms | 0 - 26 MB | NPU | -- |
| YOLOv11-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 8.385 ms | 0 - 17 MB | NPU | -- |
| YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.018 ms | 0 - 11 MB | NPU | -- |
| YOLOv11-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.412 ms | 5 - 7 MB | NPU | -- |
| YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.33 ms | 0 - 27 MB | NPU | -- |
| YOLOv11-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.596 ms | 0 - 14 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 5.966 ms | 0 - 12 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.3 ms | 5 - 17 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.511 ms | 5 - 33 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.306 ms | 0 - 41 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.955 ms | 5 - 45 MB | NPU | -- |
| YOLOv11-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.989 ms | 3 - 61 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.279 ms | 0 - 32 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.779 ms | 5 - 40 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.603 ms | 4 - 46 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.772 ms | 5 - 5 MB | NPU | -- |
| YOLOv11-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.187 ms | 5 - 5 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.678 ms | 0 - 37 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.124 ms | 3 - 82 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 6.474 ms | 3 - 78 MB | NPU | -- |
| YOLOv11-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.305 ms | 2 - 2 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.722 ms | 0 - 22 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.701 ms | 1 - 11 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.147 ms | 0 - 33 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.258 ms | 1 - 38 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.835 ms | 0 - 9 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.831 ms | 1 - 12 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.288 ms | 0 - 24 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 2.269 ms | 1 - 16 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.101 ms | 0 - 29 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.696 ms | 1 - 16 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 65.34 ms | 0 - 12 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.722 ms | 0 - 22 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.701 ms | 1 - 11 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.822 ms | 0 - 10 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.825 ms | 1 - 4 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.672 ms | 0 - 26 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.61 ms | 0 - 20 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.83 ms | 0 - 10 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.839 ms | 1 - 4 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.288 ms | 0 - 24 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 2.269 ms | 1 - 16 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.828 ms | 0 - 9 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.836 ms | 1 - 13 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 7.89 ms | 0 - 32 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.222 ms | 0 - 31 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.228 ms | 1 - 35 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 5.45 ms | 1 - 72 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.112 ms | 0 - 29 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.888 ms | 1 - 32 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.545 ms | 1 - 71 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.089 ms | 1 - 1 MB | NPU | -- |
| YOLOv11-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 8.121 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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