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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® 8 Elite Gen 5 Mobile 3.126 ms 0 - 211 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X2 Elite 3.865 ms 207 - 207 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X Elite 7.314 ms 145 - 145 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 6.114 ms 17 - 247 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8550 (Proxy) 7.831 ms 13 - 55 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.808 ms 12 - 207 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS9075 8.236 ms 14 - 62 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8750 4.808 ms 12 - 207 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS7181 7.314 ms 145 - 145 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.538 ms 0 - 100 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.764 ms 210 - 210 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X Elite 6.323 ms 179 - 179 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.785 ms 6 - 239 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS6490 413.559 ms 165 - 170 MB CPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8550 (Proxy) 6.048 ms 6 - 20 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCM6690 219.286 ms 102 - 112 MB CPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 196.972 ms 170 - 180 MB CPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.892 ms 2 - 103 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS9075 7.405 ms 6 - 53 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS7790 196.972 ms 170 - 180 MB CPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8750 2.892 ms 2 - 103 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS7181 6.323 ms 179 - 179 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.134 ms 5 - 200 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X2 Elite 2.93 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X Elite 5.417 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.624 ms 0 - 209 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8275 16.314 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.958 ms 5 - 109 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8775P 6.678 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8650P 6.678 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8255P 6.678 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8450 (Proxy) 10.278 ms 2 - 203 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA7255P 16.314 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8295P 10.277 ms 2 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.92 ms 0 - 189 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS9075 6.193 ms 5 - 15 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8750 2.92 ms 0 - 189 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS7181 5.417 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.915 ms 2 - 189 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 2.411 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.209 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.21 ms 2 - 204 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8275 9.003 ms 1 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.748 ms 2 - 4 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.448 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 5.448 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 5.448 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCM6690 23.013 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 9.003 ms 1 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.552 ms 2 - 186 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.227 ms 2 - 188 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS9075 5.605 ms 1 - 7 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS7790 5.552 ms 2 - 186 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8750 2.227 ms 2 - 188 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS7181 5.209 ms 2 - 2 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.968 ms 0 - 103 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 3.244 ms 0 - 110 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8275 15.561 ms 4 - 86 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8550 (Proxy) 4.416 ms 4 - 6 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 6.159 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8650P 6.159 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8255P 6.159 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8450 (Proxy) 9.388 ms 4 - 92 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA7255P 15.561 ms 4 - 86 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8295P 9.481 ms 4 - 61 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.436 ms 0 - 97 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS9075 5.984 ms 3 - 21 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8750 2.436 ms 0 - 97 MB NPU

License

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

References

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