YOLOv11-Detection / README.md
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metadata
library_name: pytorch
license: agpl-3.0
tags:
  - real_time
  - android
pipeline_tag: object-detection

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: Object detection
  • Model Stats:
    • Model checkpoint: YOLO11-N
    • Input resolution: 640x640
    • Number of parameters: None
    • Model size: None
Model Device Chipset Target Runtime Inference Time (ms) Peak Memory Range (MB) Precision Primary Compute Unit Target Model
YOLOv11-Detection Samsung Galaxy S23 Snapdragon® 8 Gen 2 TFLITE 5.433 ms 0 - 17 MB FP16 NPU --
YOLOv11-Detection Samsung Galaxy S23 Snapdragon® 8 Gen 2 QNN 5.374 ms 5 - 7 MB FP16 NPU --
YOLOv11-Detection Samsung Galaxy S23 Snapdragon® 8 Gen 2 ONNX 6.043 ms 5 - 35 MB FP16 NPU --
YOLOv11-Detection Samsung Galaxy S24 Snapdragon® 8 Gen 3 TFLITE 3.868 ms 0 - 44 MB FP16 NPU --
YOLOv11-Detection Samsung Galaxy S24 Snapdragon® 8 Gen 3 QNN 3.646 ms 5 - 20 MB FP16 NPU --
YOLOv11-Detection Samsung Galaxy S24 Snapdragon® 8 Gen 3 ONNX 4.423 ms 5 - 72 MB FP16 NPU --
YOLOv11-Detection Snapdragon 8 Elite QRD Snapdragon® 8 Elite TFLITE 3.154 ms 0 - 46 MB FP16 NPU --
YOLOv11-Detection Snapdragon 8 Elite QRD Snapdragon® 8 Elite QNN 3.894 ms 5 - 56 MB FP16 NPU --
YOLOv11-Detection Snapdragon 8 Elite QRD Snapdragon® 8 Elite ONNX 3.957 ms 3 - 58 MB FP16 NPU --
YOLOv11-Detection SA7255P ADP SA7255P TFLITE 59.949 ms 0 - 37 MB FP16 NPU --
YOLOv11-Detection SA7255P ADP SA7255P QNN 58.85 ms 1 - 7 MB FP16 NPU --
YOLOv11-Detection SA8255 (Proxy) SA8255P Proxy TFLITE 5.548 ms 0 - 14 MB FP16 NPU --
YOLOv11-Detection SA8255 (Proxy) SA8255P Proxy QNN 5.387 ms 5 - 8 MB FP16 NPU --
YOLOv11-Detection SA8295P ADP SA8295P TFLITE 10.083 ms 0 - 30 MB FP16 NPU --
YOLOv11-Detection SA8295P ADP SA8295P QNN 9.808 ms 0 - 11 MB FP16 NPU --
YOLOv11-Detection SA8650 (Proxy) SA8650P Proxy TFLITE 5.43 ms 0 - 19 MB FP16 NPU --
YOLOv11-Detection SA8650 (Proxy) SA8650P Proxy QNN 5.363 ms 5 - 7 MB FP16 NPU --
YOLOv11-Detection SA8775P ADP SA8775P TFLITE 8.138 ms 0 - 37 MB FP16 NPU --
YOLOv11-Detection SA8775P ADP SA8775P QNN 8.03 ms 0 - 8 MB FP16 NPU --
YOLOv11-Detection QCS8275 (Proxy) QCS8275 Proxy TFLITE 59.949 ms 0 - 37 MB FP16 NPU --
YOLOv11-Detection QCS8275 (Proxy) QCS8275 Proxy QNN 58.85 ms 1 - 7 MB FP16 NPU --
YOLOv11-Detection QCS8550 (Proxy) QCS8550 Proxy TFLITE 5.428 ms 0 - 19 MB FP16 NPU --
YOLOv11-Detection QCS8550 (Proxy) QCS8550 Proxy QNN 5.347 ms 5 - 7 MB FP16 NPU --
YOLOv11-Detection QCS9075 (Proxy) QCS9075 Proxy TFLITE 8.138 ms 0 - 37 MB FP16 NPU --
YOLOv11-Detection QCS9075 (Proxy) QCS9075 Proxy QNN 8.03 ms 0 - 8 MB FP16 NPU --
YOLOv11-Detection QCS8450 (Proxy) QCS8450 Proxy TFLITE 8.697 ms 0 - 42 MB FP16 NPU --
YOLOv11-Detection QCS8450 (Proxy) QCS8450 Proxy QNN 8.511 ms 5 - 46 MB FP16 NPU --
YOLOv11-Detection Snapdragon X Elite CRD Snapdragon® X Elite QNN 6.065 ms 5 - 5 MB FP16 NPU --
YOLOv11-Detection Snapdragon X Elite CRD Snapdragon® X Elite ONNX 6.736 ms 5 - 5 MB FP16 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

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