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:
- Input resolution: 640x640
- Model checkpoint: YOLO26-N-Pose
- Model size (float): 11.4 MB
- Number of parameters: 2.97M
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| YOLO26-Pose | ONNX | float | Snapdragon® X2 Elite | 4.728 ms | 9 - 9 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® X Elite | 10.114 ms | 10 - 10 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.912 ms | 10 - 216 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.079 ms | 8 - 231 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 10.542 ms | 6 - 10 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.958 ms | 0 - 13 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS8450 | 18.079 ms | 8 - 231 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 11.891 ms | 6 - 9 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.114 ms | 10 - 10 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.753 ms | 4 - 186 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Mobile | 4.753 ms | 4 - 186 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.399 ms | 4 - 189 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X2 Elite | 2.632 ms | 4 - 4 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X Elite | 6.653 ms | 3 - 3 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.841 ms | 4 - 234 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 8.004 ms | 4 - 237 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 19.005 ms | 3 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 5.503 ms | 3 - 7 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.301 ms | 2 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS8450 | 8.004 ms | 4 - 237 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 6.871 ms | 3 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.653 ms | 3 - 3 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 32.508 ms | 4 - 211 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 10.17 ms | 4 - 215 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.826 ms | 0 - 88 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.826 ms | 0 - 88 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.48 ms | 0 - 92 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 10.17 ms | 4 - 215 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X2 Elite | 3.394 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X Elite | 6.311 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.148 ms | 0 - 194 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 10.235 ms | 3 - 214 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 6.842 ms | 5 - 14 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 16.731 ms | 1 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.761 ms | 5 - 6 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8775P | 7.223 ms | 1 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8650P | 7.223 ms | 1 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8255P | 7.223 ms | 1 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS8450 | 10.235 ms | 3 - 214 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 8.555 ms | 7 - 15 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.311 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.084 ms | 0 - 163 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA7255P | 16.731 ms | 1 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8295P | 10.533 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.084 ms | 0 - 163 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.64 ms | 5 - 194 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.768 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.445 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.237 ms | 2 - 215 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.665 ms | 2 - 8 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.147 ms | 1 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.921 ms | 2 - 4 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.664 ms | 0 - 184 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.664 ms | 0 - 184 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.664 ms | 0 - 184 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.443 ms | 0 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.445 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 24.693 ms | 2 - 188 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 6.008 ms | 2 - 202 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.596 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.147 ms | 1 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.596 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.334 ms | 2 - 200 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.008 ms | 2 - 202 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.395 ms | 2 - 226 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 14.456 ms | 2 - 231 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 8.33 ms | 2 - 26 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 18.531 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.684 ms | 2 - 5 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8775P | 9.172 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8650P | 9.172 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8255P | 9.172 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS8450 | 14.456 ms | 2 - 231 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 8.9 ms | 2 - 25 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.811 ms | 2 - 184 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA7255P | 18.531 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8295P | 12.544 ms | 2 - 206 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.811 ms | 2 - 184 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.273 ms | 0 - 187 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.
