Hugging Peers

YOLO26-Segmentation

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by Qualcomm-AI-Hub image-segmentation agpl-3.0
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Model card

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 4.109 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® X Elite 8.095 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 5.736 ms 17 - 226 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 16.355 ms 17 - 242 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 9.188 ms 15 - 19 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 8.186 ms 10 - 22 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® QCS8450 16.355 ms 17 - 242 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 9.721 ms 15 - 18 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 8.095 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 4.461 ms 13 - 190 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Elite Mobile 4.461 ms 13 - 190 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Elite Gen 5 Mobile 3.938 ms 3 - 183 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.71 ms 9 - 9 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X Elite 6.493 ms 7 - 7 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.8 ms 0 - 235 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 8.362 ms 8 - 245 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 20.003 ms 8 - 10 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 5.529 ms 8 - 11 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.161 ms 8 - 85 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® QCS8450 8.362 ms 8 - 245 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.696 ms 8 - 10 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.493 ms 7 - 7 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 27.898 ms 8 - 222 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 7.517 ms 8 - 225 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.813 ms 1 - 94 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite Mobile 2.813 ms 1 - 94 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.503 ms 1 - 96 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 7.517 ms 8 - 225 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X2 Elite 3.46 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X Elite 5.569 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.871 ms 5 - 188 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.887 ms 4 - 206 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.594 ms 5 - 16 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.088 ms 5 - 7 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8775P 6.794 ms 0 - 161 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8650P 6.794 ms 0 - 161 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8255P 6.794 ms 0 - 161 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® QCS8450 10.887 ms 4 - 206 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.587 ms 5 - 15 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.569 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.213 ms 5 - 163 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA7255P 16.845 ms 1 - 159 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8295P 10.992 ms 1 - 175 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite Mobile 3.213 ms 5 - 163 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.471 ms 5 - 170 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 3.045 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.606 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.474 ms 2 - 212 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 5.015 ms 2 - 9 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.127 ms 2 - 4 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.864 ms 2 - 189 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 5.864 ms 2 - 189 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 5.864 ms 2 - 189 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.686 ms 1 - 7 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.606 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 24.628 ms 2 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.448 ms 2 - 199 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.577 ms 2 - 192 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 9.551 ms 0 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.577 ms 2 - 192 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.297 ms 2 - 196 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.448 ms 2 - 199 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 4.101 ms 3 - 193 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 11.427 ms 4 - 210 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 7.044 ms 4 - 24 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.416 ms 4 - 7 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8775P 7.186 ms 4 - 170 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8650P 7.186 ms 4 - 170 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8255P 7.186 ms 4 - 170 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® QCS8450 11.427 ms 4 - 210 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 6.849 ms 4 - 23 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 3.215 ms 0 - 163 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA7255P 17.223 ms 4 - 165 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8295P 11.426 ms 4 - 180 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite Mobile 3.215 ms 0 - 163 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 2.759 ms 0 - 167 MB NPU

License

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

References

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