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YOLO26-Segmentation

Image Segmentation
PyTorch
real_time
android
Model card Files
xet
 Community

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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
YOLO26-Segmentation ONNX float Snapdragon® X2 Elite 4.96 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® X Elite 7.998 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 5.447 ms 17 - 221 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 16.417 ms 17 - 241 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.796 ms 11 - 22 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® QCS8450 16.417 ms 17 - 241 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 9.234 ms 15 - 18 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 Mobile 5.487 ms 13 - 193 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Elite Mobile 5.492 ms 12 - 191 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 5.492 ms 12 - 191 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.998 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.69 ms 9 - 9 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X Elite 6.458 ms 7 - 7 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.832 ms 0 - 236 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.286 ms 8 - 246 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 19.522 ms 8 - 10 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.088 ms 6 - 128 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® QCS8450 8.286 ms 8 - 246 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.674 ms 8 - 10 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.497 ms 8 - 223 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.493 ms 0 - 97 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 32.377 ms 4 - 216 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite Mobile 2.802 ms 0 - 96 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.497 ms 8 - 223 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.802 ms 0 - 96 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.458 ms 7 - 7 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X2 Elite 3.172 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X Elite 5.811 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.788 ms 5 - 190 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.976 ms 5 - 207 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® QCS8275 16.666 ms 0 - 158 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.214 ms 5 - 6 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8775P 6.854 ms 0 - 160 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8650P 6.854 ms 0 - 160 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8255P 6.854 ms 0 - 160 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® QCS8450 10.976 ms 5 - 207 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.593 ms 7 - 17 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.483 ms 5 - 170 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA7255P 16.666 ms 0 - 158 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 3.172 ms 5 - 167 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8295P 10.981 ms 3 - 177 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.172 ms 5 - 167 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.811 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 2.759 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.659 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.537 ms 2 - 214 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® QCS8275 9.508 ms 2 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.146 ms 2 - 114 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.95 ms 0 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 5.95 ms 0 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 5.95 ms 0 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.666 ms 1 - 7 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.554 ms 2 - 190 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.291 ms 2 - 196 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 26.438 ms 2 - 188 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 9.508 ms 2 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.571 ms 2 - 192 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.554 ms 2 - 190 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.571 ms 2 - 192 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.659 ms 2 - 2 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 4.105 ms 3 - 192 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 11.342 ms 4 - 211 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® QCS8275 17.366 ms 4 - 166 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.465 ms 3 - 7 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8775P 7.047 ms 4 - 170 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8650P 7.047 ms 4 - 170 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8255P 7.047 ms 4 - 170 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® QCS8450 11.342 ms 4 - 211 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.717 ms 3 - 22 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.703 ms 0 - 168 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA7255P 17.366 ms 4 - 166 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 3.194 ms 0 - 169 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8295P 11.375 ms 4 - 181 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 3.194 ms 0 - 169 MB NPU

License

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

References

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