YOLO26-Pose: Optimized for Qualcomm Devices
Ultralytics YOLO26-Pose is a machine learning model that predicts human body keypoints and bounding boxes in an image.
This is based on the implementation of YOLO26-Pose 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-Pose on GitHub for usage instructions.
Model Details
Model Type: Model_use_case.pose_estimation
Model Stats:
- Model checkpoint: YOLO26-N-Pose
- Input resolution: 640x640
- Number of parameters: 2.97M
- Model size (float): 11.4 MB
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| YOLO26-Pose | ONNX | float | Snapdragon® X2 Elite | 5.365 ms | 9 - 9 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® X Elite | 10.666 ms | 11 - 11 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.899 ms | 9 - 214 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.948 ms | 8 - 230 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.916 ms | 0 - 13 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS8450 | 17.948 ms | 8 - 230 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 11.863 ms | 8 - 11 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.666 ms | 11 - 11 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.728 ms | 5 - 185 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Mobile | 4.728 ms | 5 - 185 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.398 ms | 5 - 187 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X2 Elite | 2.642 ms | 4 - 4 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X Elite | 6.595 ms | 3 - 3 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.829 ms | 0 - 231 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.964 ms | 4 - 236 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 18.822 ms | 3 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.295 ms | 2 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS8450 | 7.964 ms | 4 - 236 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 6.84 ms | 3 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.595 ms | 3 - 3 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.834 ms | 0 - 91 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.834 ms | 0 - 91 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.48 ms | 2 - 95 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X2 Elite | 3.377 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X Elite | 6.326 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.149 ms | 5 - 198 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 10.228 ms | 4 - 216 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 16.721 ms | 0 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.771 ms | 5 - 7 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8775P | 7.21 ms | 0 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8650P | 7.21 ms | 0 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8255P | 7.21 ms | 0 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS8450 | 10.228 ms | 4 - 216 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.98 ms | 5 - 13 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.326 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.075 ms | 0 - 159 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA7255P | 16.721 ms | 0 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8295P | 10.55 ms | 0 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.075 ms | 0 - 159 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.635 ms | 4 - 194 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.802 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.45 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.236 ms | 2 - 216 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 9.132 ms | 0 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.901 ms | 2 - 4 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.655 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.655 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.655 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.398 ms | 1 - 6 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.45 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 22.883 ms | 2 - 188 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 6.039 ms | 3 - 197 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.591 ms | 2 - 187 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.132 ms | 0 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.591 ms | 2 - 187 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.334 ms | 2 - 202 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.039 ms | 3 - 197 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.355 ms | 1 - 226 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 14.517 ms | 2 - 231 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 18.547 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.687 ms | 2 - 5 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8775P | 9.177 ms | 2 - 191 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8650P | 9.177 ms | 2 - 191 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8255P | 9.177 ms | 2 - 191 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS8450 | 14.517 ms | 2 - 231 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 8.882 ms | 2 - 25 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.855 ms | 0 - 181 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA7255P | 18.547 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8295P | 12.597 ms | 2 - 206 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.855 ms | 0 - 181 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.262 ms | 0 - 190 MB | NPU |
License
- The license for the original implementation of YOLO26-Pose can be found here.
References
Community
- Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
- For questions or feedback please reach out to us.
