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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 3.784 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X Elite 7.58 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 6.141 ms 17 - 244 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 13.411 ms 17 - 231 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.013 ms 15 - 20 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8450 13.411 ms 17 - 231 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 9.163 ms 15 - 18 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.58 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 4.93 ms 13 - 212 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite Mobile 4.93 ms 13 - 212 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.427 ms 3 - 224 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.696 ms 9 - 9 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X Elite 6.367 ms 7 - 7 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.697 ms 0 - 229 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 10.69 ms 8 - 237 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 19.325 ms 8 - 10 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.05 ms 8 - 138 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8450 10.69 ms 8 - 237 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.507 ms 8 - 11 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.367 ms 7 - 7 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.807 ms 1 - 90 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Mobile 2.807 ms 1 - 90 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.512 ms 0 - 92 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X2 Elite 2.966 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X Elite 5.355 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.618 ms 5 - 214 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.194 ms 3 - 205 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8275 16.274 ms 2 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.203 ms 5 - 6 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8775P 6.713 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8650P 6.713 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8255P 6.713 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8450 10.194 ms 3 - 205 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 7.104 ms 5 - 15 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.355 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.931 ms 0 - 189 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA7255P 16.274 ms 2 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8295P 10.312 ms 0 - 173 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 2.931 ms 0 - 189 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.211 ms 5 - 201 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 2.413 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.174 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.179 ms 2 - 204 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8275 8.817 ms 0 - 180 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.665 ms 2 - 123 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.362 ms 0 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 5.362 ms 0 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 5.362 ms 0 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.129 ms 0 - 6 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.174 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 25.12 ms 2 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.153 ms 2 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.247 ms 2 - 186 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 8.817 ms 0 - 180 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.247 ms 2 - 186 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.939 ms 2 - 192 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.153 ms 2 - 184 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 3.203 ms 0 - 109 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 9.302 ms 4 - 91 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8275 15.548 ms 4 - 85 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.473 ms 4 - 6 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 6.203 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8650P 6.203 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8255P 6.203 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8450 9.302 ms 4 - 91 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.925 ms 4 - 22 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 2.437 ms 0 - 94 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA7255P 15.548 ms 4 - 85 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8295P 9.519 ms 4 - 61 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 2.437 ms 0 - 94 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.039 ms 0 - 95 MB NPU

License

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

References

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