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YOLO26-Segmentation

Image Segmentation
PyTorch
real_time
android
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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:

  • 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® 8 Elite Gen 5 For Galaxy Mobile 3.562 ms 1 - 173 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Elite For Galaxy Mobile 4.025 ms 12 - 177 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® X2 Elite 3.634 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® X Elite 7.255 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 3 Mobile 5.006 ms 17 - 209 MB NPU
YOLO26-Segmentation ONNX float Snapdragon® 8 Gen 1 Mobile 13.539 ms 17 - 230 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-8275 8.033 ms 15 - 19 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.219 ms 12 - 20 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® QCS8450 13.539 ms 17 - 230 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-9075 8.203 ms 16 - 20 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ IQ-X7181 7.255 ms 17 - 17 MB NPU
YOLO26-Segmentation ONNX float Qualcomm® Dragonwing™ Q-8750 4.025 ms 12 - 177 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.436 ms 0 - 99 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.774 ms 0 - 96 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X2 Elite 2.617 ms 9 - 9 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® X Elite 6.338 ms 7 - 7 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.766 ms 8 - 236 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.779 ms 10 - 238 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 22.411 ms 8 - 11 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 5.482 ms 8 - 12 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.058 ms 8 - 12 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® QCS8450 7.779 ms 10 - 238 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.546 ms 8 - 11 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.338 ms 7 - 7 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 28.508 ms 8 - 209 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 8.016 ms 8 - 215 MB NPU
YOLO26-Segmentation ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.774 ms 0 - 96 MB NPU
YOLO26-Segmentation ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 8.016 ms 8 - 215 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.358 ms 5 - 161 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 3.139 ms 0 - 153 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X2 Elite 3.016 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® X Elite 5.662 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 3 Mobile 3.901 ms 5 - 178 MB NPU
YOLO26-Segmentation QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.415 ms 4 - 201 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 6.647 ms 5 - 17 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.239 ms 5 - 6 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® QCS8450 10.415 ms 4 - 201 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 6.579 ms 5 - 16 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 5.662 ms 5 - 5 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.139 ms 0 - 153 MB NPU
YOLO26-Segmentation QNN_DLC float Qualcomm® SA8295P 11.204 ms 0 - 174 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.184 ms 2 - 190 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 2.501 ms 2 - 186 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X2 Elite 2.665 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® X Elite 5.406 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.286 ms 2 - 206 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 4.756 ms 1 - 8 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.893 ms 2 - 4 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8775P 5.599 ms 1 - 183 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8650P 5.599 ms 1 - 183 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA8255P 5.599 ms 1 - 183 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.363 ms 1 - 8 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.406 ms 2 - 2 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 23.483 ms 2 - 184 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 5.357 ms 2 - 187 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.501 ms 2 - 186 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Qualcomm® SA7255P 9.368 ms 0 - 180 MB NPU
YOLO26-Segmentation QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 5.357 ms 2 - 187 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.707 ms 0 - 159 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 3.455 ms 0 - 156 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 3 Mobile 4.087 ms 0 - 182 MB NPU
YOLO26-Segmentation TFLITE float Snapdragon® 8 Gen 1 Mobile 10.804 ms 4 - 205 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-8275 7.043 ms 4 - 25 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.373 ms 4 - 42 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8775P 7.304 ms 4 - 165 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8650P 7.304 ms 4 - 165 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8255P 7.304 ms 4 - 165 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® QCS8450 10.804 ms 4 - 205 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ IQ-9075 7.021 ms 4 - 23 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® Dragonwing™ Q-8750 3.455 ms 0 - 156 MB NPU
YOLO26-Segmentation TFLITE float Qualcomm® SA7255P 61.144 ms 7 - 37 MB GPU
YOLO26-Segmentation TFLITE float Qualcomm® SA8295P 11.484 ms 4 - 183 MB NPU

License

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

References

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