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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:

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

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 For Galaxy Mobile 3.09 ms 3 - 197 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.437 ms 0 - 181 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X2 Elite 3.413 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X Elite 6.147 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 4.247 ms 17 - 229 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 11.855 ms 17 - 226 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 7.697 ms 15 - 19 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.124 ms 15 - 20 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8450 11.855 ms 17 - 226 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 8.246 ms 16 - 19 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.147 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 3.437 ms 0 - 181 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.445 ms 0 - 93 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.72 ms 2 - 92 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.625 ms 9 - 9 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X Elite 6.194 ms 7 - 7 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.747 ms 8 - 233 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.895 ms 8 - 228 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 23.064 ms 8 - 11 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 5.392 ms 8 - 12 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.953 ms 6 - 14 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8450 7.895 ms 8 - 228 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.511 ms 8 - 11 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.194 ms 7 - 7 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 40.477 ms 0 - 198 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.731 ms 8 - 202 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.72 ms 2 - 92 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.731 ms 8 - 202 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.274 ms 5 - 179 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.809 ms 0 - 178 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X2 Elite 3.311 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X Elite 5.526 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.881 ms 0 - 201 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 9.692 ms 2 - 199 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.347 ms 5 - 17 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.267 ms 5 - 43 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8775P 6.638 ms 0 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8650P 6.638 ms 0 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8255P 6.638 ms 0 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8450 9.692 ms 2 - 199 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.52 ms 5 - 16 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.526 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.809 ms 0 - 178 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA7255P 16.276 ms 1 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8295P 10.078 ms 1 - 168 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.814 ms 2 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.173 ms 2 - 179 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 2.367 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.002 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.068 ms 2 - 198 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.397 ms 2 - 10 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.536 ms 2 - 4 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 5.237 ms 1 - 178 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 5.237 ms 1 - 178 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.021 ms 2 - 9 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.002 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 27.005 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 6.081 ms 2 - 178 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.173 ms 2 - 179 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 8.671 ms 0 - 175 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 6.081 ms 2 - 178 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.041 ms 0 - 78 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.4 ms 0 - 81 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 3.15 ms 0 - 98 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 8.756 ms 4 - 93 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.815 ms 4 - 24 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.461 ms 4 - 31 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 30.376 ms 7 - 38 MB GPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8650P 30.376 ms 7 - 38 MB GPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8255P 30.376 ms 7 - 38 MB GPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8450 8.756 ms 4 - 93 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.986 ms 4 - 22 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 2.4 ms 0 - 81 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA7255P 15.409 ms 4 - 75 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8295P 9.34 ms 4 - 63 MB NPU

License

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

References

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