Hugging Face's logo

qualcomm
/
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 3.131 ms 0 - 218 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite Mobile 4.802 ms 11 - 209 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X2 Elite 3.88 ms 16 - 16 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X Elite 7.641 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® X Elite 7.641 ms 17 - 17 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 6.08 ms 16 - 253 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS8550 (Proxy) 7.744 ms 11 - 16 MB NPU
YOLOv11-Segmentation ONNX float Qualcomm® QCS9075 8.212 ms 13 - 16 MB NPU
YOLOv11-Segmentation ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.802 ms 11 - 209 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.541 ms 0 - 90 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite Mobile 2.894 ms 1 - 92 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.743 ms 6 - 6 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X Elite 6.631 ms 8 - 8 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® X Elite 6.631 ms 8 - 8 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.764 ms 8 - 240 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS6490 439.737 ms 164 - 169 MB CPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS8550 (Proxy) 6.036 ms 5 - 10 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCS9075 7.369 ms 7 - 10 MB NPU
YOLOv11-Segmentation ONNX w8a16 Qualcomm® QCM6690 217.578 ms 108 - 118 MB CPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.894 ms 1 - 92 MB NPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 196.206 ms 166 - 176 MB CPU
YOLOv11-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 196.206 ms 166 - 176 MB CPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.156 ms 4 - 197 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 2.925 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X2 Elite 2.973 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X Elite 5.353 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® X Elite 5.353 ms 5 - 5 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.617 ms 5 - 215 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8275 (Proxy) 16.276 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8550 (Proxy) 4.935 ms 5 - 47 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8775P 6.68 ms 1 - 187 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8775P 6.68 ms 1 - 187 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8775P 6.68 ms 1 - 187 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS9075 6.19 ms 5 - 15 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® QCS8450 (Proxy) 10.395 ms 5 - 206 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA7255P 16.276 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC float Qualcomm® SA8295P 10.252 ms 0 - 173 MB NPU
YOLOv11-Segmentation QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 2.925 ms 0 - 185 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 1.92 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® X2 Elite 2.443 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.199 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.199 ms 2 - 2 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.2 ms 2 - 206 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8275 (Proxy) 8.988 ms 1 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 4.75 ms 2 - 19 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.44 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.44 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.44 ms 1 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCS9075 5.611 ms 1 - 7 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® QCM6690 25.939 ms 2 - 184 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 8.988 ms 1 - 181 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.222 ms 2 - 182 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.386 ms 2 - 187 MB NPU
YOLOv11-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.386 ms 2 - 187 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.97 ms 0 - 103 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 2.443 ms 0 - 88 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 3.206 ms 0 - 112 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8275 (Proxy) 15.54 ms 4 - 85 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8550 (Proxy) 4.465 ms 4 - 6 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 6.144 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 6.144 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8775P 6.144 ms 4 - 87 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS9075 5.993 ms 4 - 22 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® QCS8450 (Proxy) 9.43 ms 4 - 88 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA7255P 15.54 ms 4 - 85 MB NPU
YOLOv11-Segmentation TFLITE float Qualcomm® SA8295P 9.442 ms 4 - 62 MB NPU
YOLOv11-Segmentation TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 2.443 ms 0 - 88 MB NPU

License

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

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Image Segmentation
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support