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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 0 - 193 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite For Galaxy Mobile 3.516 ms 1 - 182 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X2 Elite 3.362 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X Elite 6.308 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 4.167 ms 17 - 228 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 11.755 ms 17 - 225 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 7.7 ms 15 - 19 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.022 ms 15 - 21 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8450 11.755 ms 17 - 225 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 8.234 ms 16 - 19 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 6.308 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 3.516 ms 1 - 182 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.454 ms 0 - 92 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.723 ms 1 - 91 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.617 ms 9 - 9 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X Elite 6.243 ms 7 - 7 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.753 ms 8 - 230 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.937 ms 8 - 229 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 22.148 ms 8 - 11 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 5.397 ms 8 - 12 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.954 ms 8 - 11 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8450 7.937 ms 8 - 229 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.498 ms 8 - 12 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.243 ms 7 - 7 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 41.016 ms 8 - 207 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.671 ms 8 - 202 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.723 ms 1 - 91 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.671 ms 8 - 202 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.272 ms 5 - 177 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.805 ms 5 - 183 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X2 Elite 3.06 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X Elite 5.775 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.895 ms 0 - 198 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 9.621 ms 5 - 200 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.342 ms 5 - 17 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.234 ms 5 - 7 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8775P 6.635 ms 1 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8650P 6.635 ms 1 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8255P 6.635 ms 1 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8450 9.621 ms 5 - 200 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.443 ms 5 - 16 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.775 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 2.805 ms 5 - 183 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8295P 10.111 ms 1 - 168 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.809 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.175 ms 2 - 177 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 2.336 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.09 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.075 ms 0 - 194 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.404 ms 2 - 9 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.54 ms 2 - 4 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.237 ms 1 - 178 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 5.014 ms 1 - 7 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.09 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 25.64 ms 2 - 183 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 6.054 ms 2 - 177 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.175 ms 2 - 177 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 8.676 ms 1 - 174 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 6.054 ms 2 - 177 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.048 ms 0 - 78 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.388 ms 0 - 75 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 3.145 ms 0 - 90 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 8.748 ms 4 - 93 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.822 ms 4 - 24 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.436 ms 5 - 24 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 6.211 ms 5 - 76 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8650P 6.211 ms 5 - 76 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8255P 6.211 ms 5 - 76 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8450 8.748 ms 4 - 93 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.974 ms 4 - 22 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 2.388 ms 0 - 75 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA7255P 64.565 ms 6 - 36 MB GPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8295P 9.332 ms 4 - 63 MB NPU

License

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

References

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