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YOLO26-Segmentation

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
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YOLO26-Segmentation: Optimized for Qualcomm Devices

Ultralytics YOLO26 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 YOLO26-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 YOLO26-Segmentation on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

  • Input resolution: 640x640
  • Model checkpoint: YOLO26N-Seg
  • Model size (float): 9.29 MB
  • Model size (w8a16): 5.25 MB
  • Number of output classes: 80
  • Number of parameters: 2.7M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLO26-Segmentation ONNX float Snapdragon® X2 Elite 4.091 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® X Elite 8.206 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 5.731 ms 17 - 226 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 16.367 ms 17 - 243 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 9.171 ms 15 - 19 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.17 ms 11 - 22 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® QCS8450 16.367 ms 17 - 243 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 9.707 ms 15 - 18 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 8.206 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 4.443 ms 13 - 191 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Elite Mobile 4.443 ms 13 - 191 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.937 ms 12 - 193 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.694 ms 9 - 9 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X Elite 6.489 ms 7 - 7 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.791 ms 0 - 235 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.362 ms 5 - 241 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 19.915 ms 8 - 10 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 5.532 ms 8 - 11 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.16 ms 8 - 10 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® QCS8450 8.362 ms 5 - 241 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.692 ms 8 - 10 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.489 ms 7 - 7 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 34.218 ms 8 - 221 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.574 ms 8 - 224 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.819 ms 0 - 91 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite Mobile 2.819 ms 0 - 91 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.505 ms 0 - 98 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.574 ms 8 - 224 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X2 Elite 3.23 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X Elite 5.692 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.871 ms 5 - 184 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.901 ms 4 - 207 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.61 ms 5 - 16 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 16.894 ms 0 - 158 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.093 ms 5 - 6 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8775P 6.829 ms 0 - 160 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8650P 6.829 ms 0 - 160 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8255P 6.829 ms 0 - 160 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® QCS8450 10.901 ms 4 - 207 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.831 ms 5 - 15 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.692 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.208 ms 0 - 159 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA7255P 16.894 ms 0 - 158 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8295P 10.957 ms 0 - 175 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 3.208 ms 0 - 159 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.417 ms 4 - 170 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 3.048 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.586 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.489 ms 2 - 214 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 5.001 ms 1 - 8 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 9.498 ms 1 - 188 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.144 ms 2 - 53 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.893 ms 0 - 186 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 5.893 ms 0 - 186 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 5.893 ms 0 - 186 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.656 ms 0 - 6 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.586 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 23.173 ms 2 - 186 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.434 ms 2 - 196 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.569 ms 0 - 189 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 9.498 ms 1 - 188 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.569 ms 0 - 189 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.304 ms 2 - 196 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.434 ms 2 - 196 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 4.106 ms 3 - 191 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 11.372 ms 4 - 212 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 7.057 ms 4 - 24 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 17.197 ms 4 - 165 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.444 ms 0 - 10 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8775P 7.117 ms 4 - 169 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8650P 7.117 ms 4 - 169 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8255P 7.117 ms 4 - 169 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® QCS8450 11.372 ms 4 - 212 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.822 ms 4 - 23 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 3.21 ms 0 - 160 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA7255P 17.197 ms 4 - 165 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8295P 11.495 ms 4 - 181 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 3.21 ms 0 - 160 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.758 ms 0 - 167 MB NPU

License

  • The license for the original implementation of YOLO26-Segmentation can be found here.

References

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