YOLOv10-Detection: Optimized for Mobile Deployment
Real-time object detection optimized for mobile and edge by Ultralytics
Ultralytics YOLOv10 is a machine learning model that predicts bounding boxes and classes of objects in an image.
This model is an implementation of YOLOv10-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: YOLOv10-N
- Input resolution: 640x640
- Number of parameters: 2.3M
- Model size: 11.4 MB
| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model |
|---|---|---|---|---|---|---|---|---|
| YOLOv10-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 16.234 ms | 0 - 41 MB | NPU | -- |
| YOLOv10-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 12.906 ms | 1 - 99 MB | NPU | -- |
| YOLOv10-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 9.132 ms | 0 - 39 MB | NPU | -- |
| YOLOv10-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 9.1 ms | 5 - 45 MB | NPU | -- |
| YOLOv10-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 6.017 ms | 0 - 18 MB | NPU | -- |
| YOLOv10-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.942 ms | 0 - 72 MB | NPU | -- |
| YOLOv10-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.428 ms | 0 - 41 MB | NPU | -- |
| YOLOv10-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 5.461 ms | 2 - 104 MB | NPU | -- |
| YOLOv10-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 16.234 ms | 0 - 41 MB | NPU | -- |
| YOLOv10-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 12.906 ms | 1 - 99 MB | NPU | -- |
| YOLOv10-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 6.02 ms | 0 - 18 MB | NPU | -- |
| YOLOv10-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.978 ms | 0 - 59 MB | NPU | -- |
| YOLOv10-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 10.452 ms | 0 - 26 MB | NPU | -- |
| YOLOv10-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 8.267 ms | 3 - 37 MB | NPU | -- |
| YOLOv10-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 6.155 ms | 0 - 9 MB | NPU | -- |
| YOLOv10-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.966 ms | 0 - 61 MB | NPU | -- |
| YOLOv10-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.428 ms | 0 - 41 MB | NPU | -- |
| YOLOv10-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 5.461 ms | 2 - 104 MB | NPU | -- |
| YOLOv10-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 6.121 ms | 0 - 11 MB | NPU | -- |
| YOLOv10-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.953 ms | 0 - 67 MB | NPU | -- |
| YOLOv10-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.873 ms | 5 - 76 MB | NPU | -- |
| YOLOv10-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 4.381 ms | 0 - 49 MB | NPU | -- |
| YOLOv10-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.794 ms | 5 - 215 MB | NPU | -- |
| YOLOv10-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.083 ms | 5 - 172 MB | NPU | -- |
| YOLOv10-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 4.204 ms | 0 - 49 MB | NPU | -- |
| YOLOv10-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.668 ms | 5 - 133 MB | NPU | -- |
| YOLOv10-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.594 ms | 4 - 88 MB | NPU | -- |
| YOLOv10-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.592 ms | 5 - 5 MB | NPU | -- |
| YOLOv10-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 6.169 ms | 5 - 5 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 7.563 ms | 1 - 34 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.744 ms | 2 - 45 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.022 ms | 2 - 15 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.642 ms | 2 - 34 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 14.416 ms | 2 - 40 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 7.563 ms | 1 - 34 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.056 ms | 2 - 13 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 5.401 ms | 2 - 37 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 4.048 ms | 2 - 13 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.642 ms | 2 - 34 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 4.049 ms | 2 - 12 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 11.808 ms | 0 - 33 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.707 ms | 2 - 46 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.35 ms | 2 - 85 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.877 ms | 2 - 42 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.691 ms | 2 - 124 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.721 ms | 21 - 21 MB | NPU | -- |
| YOLOv10-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.143 ms | 2 - 2 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.717 ms | 0 - 24 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.784 ms | 1 - 27 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.041 ms | 0 - 33 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.114 ms | 1 - 35 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.843 ms | 0 - 13 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.825 ms | 1 - 12 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.288 ms | 0 - 24 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 2.293 ms | 0 - 27 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.08 ms | 0 - 30 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 5.641 ms | 1 - 34 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 57.96 ms | 2 - 12 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.717 ms | 0 - 24 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.784 ms | 1 - 27 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.856 ms | 0 - 14 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.847 ms | 1 - 12 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.68 ms | 0 - 29 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.631 ms | 1 - 31 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.859 ms | 0 - 13 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.821 ms | 1 - 12 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.288 ms | 0 - 24 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 2.293 ms | 0 - 27 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.856 ms | 0 - 13 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.844 ms | 1 - 13 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 6.655 ms | 0 - 31 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.233 ms | 0 - 32 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.258 ms | 1 - 40 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 4.767 ms | 1 - 77 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.138 ms | 0 - 27 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.095 ms | 1 - 33 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 4.222 ms | 0 - 85 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.155 ms | 9 - 9 MB | NPU | -- |
| YOLOv10-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 7.289 ms | 0 - 0 MB | NPU | -- |
License
- The license for the original implementation of YOLOv10-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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