v0.59.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.
README.md
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Ultralytics YOLO26 is a machine learning model that predicts bounding boxes, segmentation masks and classes of objects in an image.
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This is based on the implementation of YOLO26-Segmentation found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/segment).
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This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.
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Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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## Getting Started
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Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
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Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.
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- Custom weights (e.g., fine-tuned checkpoints)
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- Custom input shapes
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- Target device and runtime configurations
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See our repository for [YOLO26-Segmentation on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.
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## Model Details
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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|---|---|---|---|---|---|---
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| YOLO26-Segmentation | ONNX | float | Snapdragon® X2 Elite | 4.
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| YOLO26-Segmentation | ONNX | float | Snapdragon® X Elite |
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| YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.
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| YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 16.
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| YOLO26-Segmentation | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) |
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| YOLO26-Segmentation | ONNX | float | Qualcomm® QCS8450 | 16.
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| YOLO26-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 |
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| YOLO26-Segmentation | ONNX | float |
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| YOLO26-Segmentation | ONNX | float |
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| YOLO26-Segmentation | ONNX | float |
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| YOLO26-Segmentation | ONNX | float |
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X2 Elite | 2.
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X Elite | 6.
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 |
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS8450 | 8.
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 6.
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| YOLO26-Segmentation | ONNX | w8a16 |
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| YOLO26-Segmentation | ONNX | w8a16 |
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| YOLO26-Segmentation | ONNX | w8a16 |
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.
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| YOLO26-Segmentation |
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| YOLO26-Segmentation |
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| YOLO26-Segmentation |
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon®
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| YOLO26-Segmentation | QNN_DLC | float |
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| YOLO26-Segmentation | QNN_DLC | float |
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| YOLO26-Segmentation | QNN_DLC | float |
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | float |
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| YOLO26-Segmentation | QNN_DLC | float |
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Mobile |
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| YOLO26-Segmentation | QNN_DLC |
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| YOLO26-Segmentation | QNN_DLC |
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| YOLO26-Segmentation | QNN_DLC |
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| YOLO26-Segmentation | QNN_DLC | w8a16 |
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| YOLO26-Segmentation | QNN_DLC | w8a16 |
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| YOLO26-Segmentation | QNN_DLC | w8a16 |
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm®
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™
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| YOLO26-Segmentation | QNN_DLC | w8a16 |
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| YOLO26-Segmentation | QNN_DLC | w8a16 |
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| YOLO26-Segmentation | QNN_DLC | w8a16 |
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| YOLO26-Segmentation | QNN_DLC | w8a16 |
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon®
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| YOLO26-Segmentation |
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| YOLO26-Segmentation |
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| YOLO26-Segmentation |
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| YOLO26-Segmentation | TFLITE | float |
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| YOLO26-Segmentation | TFLITE | float |
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| YOLO26-Segmentation | TFLITE | float | Qualcomm®
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| YOLO26-Segmentation | TFLITE | float | Qualcomm®
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| YOLO26-Segmentation | TFLITE | float | Qualcomm®
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| YOLO26-Segmentation | TFLITE | float | Qualcomm®
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| YOLO26-Segmentation | TFLITE | float | Qualcomm®
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| YOLO26-Segmentation | TFLITE | float | Qualcomm®
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| YOLO26-Segmentation | TFLITE | float | Qualcomm®
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| YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite
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| YOLO26-Segmentation | TFLITE | float |
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| YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.194 ms | 0 - 169 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8295P | 11.375 ms | 4 - 181 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.194 ms | 0 - 169 MB | NPU
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## License
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* The license for the original implementation of YOLO26-Segmentation can be found
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Ultralytics YOLO26 is a machine learning model that predicts bounding boxes, segmentation masks and classes of objects in an image.
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This is based on the implementation of YOLO26-Segmentation found [here](https://github.com/ultralytics/ultralytics/tree/main/ultralytics/models/yolo/segment).
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This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolo26_seg) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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## Getting Started
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Due to licensing restrictions, we cannot distribute pre-exported model assets for this model.
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Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolo26_seg) Python library to compile and export the model with your own:
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- Custom weights (e.g., fine-tuned checkpoints)
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- Custom input shapes
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- Target device and runtime configurations
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See our repository for [YOLO26-Segmentation on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/yolo26_seg) for usage instructions.
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## Model Details
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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|---|---|---|---|---|---|---
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| YOLO26-Segmentation | ONNX | float | Snapdragon® X2 Elite | 4.088 ms | 17 - 17 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Snapdragon® X Elite | 8.266 ms | 17 - 17 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 5.757 ms | 17 - 224 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 16.263 ms | 17 - 241 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.114 ms | 10 - 22 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Qualcomm® QCS8450 | 16.263 ms | 17 - 241 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 12.73 ms | 15 - 18 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 8.266 ms | 17 - 17 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.435 ms | 15 - 192 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Elite Mobile | 4.435 ms | 15 - 192 MB | NPU
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| YOLO26-Segmentation | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.939 ms | 12 - 190 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X2 Elite | 2.939 ms | 9 - 9 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® X Elite | 6.436 ms | 7 - 7 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.821 ms | 8 - 245 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.411 ms | 8 - 246 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 20.647 ms | 8 - 10 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.158 ms | 8 - 10 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® QCS8450 | 8.411 ms | 8 - 246 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 6.663 ms | 8 - 10 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.436 ms | 7 - 7 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.826 ms | 1 - 93 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.826 ms | 1 - 93 MB | NPU
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| YOLO26-Segmentation | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.504 ms | 0 - 98 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon® X2 Elite | 3.304 ms | 5 - 5 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon® X Elite | 5.564 ms | 5 - 5 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 3.855 ms | 5 - 185 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 10.943 ms | 3 - 206 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 16.879 ms | 1 - 158 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.083 ms | 5 - 6 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8775P | 6.827 ms | 0 - 160 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8650P | 6.827 ms | 0 - 160 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8255P | 6.827 ms | 0 - 160 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® QCS8450 | 10.943 ms | 3 - 206 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.563 ms | 7 - 17 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 5.564 ms | 5 - 5 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.203 ms | 0 - 160 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA7255P | 16.879 ms | 1 - 158 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Qualcomm® SA8295P | 10.967 ms | 0 - 175 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.203 ms | 0 - 160 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.463 ms | 5 - 169 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.786 ms | 2 - 2 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.611 ms | 2 - 2 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.481 ms | 2 - 212 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 9.495 ms | 1 - 188 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.138 ms | 2 - 5 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.89 ms | 0 - 187 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.89 ms | 0 - 187 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.89 ms | 0 - 187 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.617 ms | 0 - 6 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.611 ms | 2 - 2 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 25.212 ms | 2 - 186 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 5.455 ms | 2 - 194 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.563 ms | 2 - 192 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.495 ms | 1 - 188 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.563 ms | 2 - 192 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.313 ms | 2 - 197 MB | NPU
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| YOLO26-Segmentation | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 5.455 ms | 2 - 194 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.108 ms | 3 - 192 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 11.336 ms | 4 - 212 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 17.225 ms | 4 - 165 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.492 ms | 4 - 110 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8775P | 7.14 ms | 4 - 170 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8650P | 7.14 ms | 4 - 170 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8255P | 7.14 ms | 4 - 170 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® QCS8450 | 11.336 ms | 4 - 212 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 8.073 ms | 4 - 23 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.211 ms | 0 - 169 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® SA7255P | 17.225 ms | 4 - 165 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Qualcomm® SA8295P | 11.462 ms | 4 - 182 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.211 ms | 0 - 169 MB | NPU
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| YOLO26-Segmentation | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.767 ms | 0 - 165 MB | NPU
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## License
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* The license for the original implementation of YOLO26-Segmentation can be found
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