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YOLOv11-Segmentation

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
 Community

YOLOv11-Segmentation: Optimized for Qualcomm Devices

Ultralytics YOLOv11 is a machine learning model that predicts bounding boxes, segmentation masks and classes of objects in an image.

This is based on the implementation of YOLOv11-Segmentation 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-Segmentation on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

  • Model checkpoint: YOLO11N-Seg
  • Input resolution: 640x640
  • Number of output classes: 80
  • Number of parameters: 2.89M
  • Model size (float): 11.1 MB
  • Model size (w8a16): 11.4 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLOv11-Segmentation ONNX float Snapdragon® X2 Elite 3.744 ms 208 - 208 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X Elite 7.323 ms 177 - 177 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 6.079 ms 17 - 231 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 13.374 ms 17 - 221 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8550 (Proxy) 7.854 ms 15 - 22 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8450 13.374 ms 17 - 221 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite Mobile 4.791 ms 12 - 213 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.317 ms 3 - 217 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS9075 8.54 ms 12 - 60 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8750 4.791 ms 12 - 213 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS7181 7.323 ms 177 - 177 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.668 ms 211 - 211 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X Elite 6.368 ms 147 - 147 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.731 ms 0 - 220 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 10.474 ms 8 - 227 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS6490 14.272 ms 6 - 53 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8550 (Proxy) 6.015 ms 6 - 14 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8450 10.474 ms 8 - 227 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS9075 7.188 ms 7 - 54 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.486 ms 0 - 87 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Mobile 2.783 ms 0 - 89 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.241 ms 8 - 208 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCM6690 29.609 ms 4 - 203 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS7790 7.241 ms 8 - 208 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8750 2.783 ms 0 - 89 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS7181 6.368 ms 147 - 147 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X2 Elite 2.994 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X Elite 5.516 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.602 ms 5 - 214 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.308 ms 4 - 205 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8275 16.24 ms 1 - 183 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.922 ms 5 - 106 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8450 10.308 ms 4 - 205 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 2.932 ms 0 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8295P 10.25 ms 0 - 173 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.173 ms 5 - 201 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA7255P 16.24 ms 1 - 183 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS9075 6.201 ms 5 - 15 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8750 2.932 ms 0 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS7181 5.516 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 2.625 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.173 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.2 ms 2 - 205 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8275 8.988 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.749 ms 2 - 4 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS9075 5.606 ms 2 - 8 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.941 ms 2 - 189 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.222 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.521 ms 2 - 186 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCM6690 25.883 ms 2 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 8.988 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS7790 5.521 ms 2 - 186 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8750 2.222 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS7181 5.173 ms 2 - 2 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 3.211 ms 0 - 112 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 9.48 ms 4 - 91 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8275 15.53 ms 4 - 86 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8550 (Proxy) 4.446 ms 4 - 6 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 31.458 ms 7 - 39 MB GPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8650P 31.458 ms 7 - 39 MB GPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8255P 31.458 ms 7 - 39 MB GPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8450 9.48 ms 4 - 91 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 2.44 ms 0 - 97 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8295P 9.455 ms 4 - 61 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.013 ms 0 - 95 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA7255P 15.53 ms 4 - 86 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS9075 5.989 ms 4 - 22 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8750 2.44 ms 0 - 97 MB NPU

License

  • The license for the original implementation of YOLOv11-Segmentation can be found here.

References

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