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 | 4.698 ms | 9 - 9 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® X Elite | 10.651 ms | 10 - 10 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.897 ms | 10 - 216 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 17.98 ms | 8 - 231 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 10.54 ms | 6 - 10 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 9.878 ms | 0 - 13 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS8450 | 17.98 ms | 8 - 231 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 11.937 ms | 8 - 11 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 10.651 ms | 10 - 10 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 4.754 ms | 5 - 188 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Mobile | 4.754 ms | 5 - 188 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.409 ms | 6 - 190 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X2 Elite | 2.636 ms | 4 - 4 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X Elite | 6.692 ms | 3 - 3 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.829 ms | 0 - 229 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.966 ms | 4 - 236 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 19.099 ms | 3 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 5.501 ms | 3 - 7 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 6.311 ms | 3 - 7 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS8450 | 7.966 ms | 4 - 236 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 6.856 ms | 3 - 6 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 6.692 ms | 3 - 3 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 33.319 ms | 4 - 210 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 10.132 ms | 4 - 214 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.822 ms | 0 - 89 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.822 ms | 0 - 89 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.478 ms | 2 - 94 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 10.132 ms | 4 - 214 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X2 Elite | 3.415 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X Elite | 6.436 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.163 ms | 0 - 193 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 10.208 ms | 5 - 216 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 6.838 ms | 5 - 14 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 16.76 ms | 1 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 5.773 ms | 5 - 39 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8775P | 7.247 ms | 1 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8650P | 7.247 ms | 1 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8255P | 7.247 ms | 1 - 168 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS8450 | 10.208 ms | 5 - 216 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 8.262 ms | 5 - 13 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 6.436 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 3.089 ms | 0 - 159 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA7255P | 16.76 ms | 1 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8295P | 10.544 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.089 ms | 0 - 159 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.624 ms | 5 - 194 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.706 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.465 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.247 ms | 2 - 215 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 4.658 ms | 2 - 7 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.168 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.891 ms | 2 - 4 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8775P | 5.64 ms | 0 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8650P | 5.64 ms | 0 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA8255P | 5.64 ms | 0 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 5.429 ms | 2 - 7 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 5.465 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 24.929 ms | 2 - 188 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 6.077 ms | 2 - 202 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 2.595 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.168 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.595 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.333 ms | 2 - 200 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.077 ms | 2 - 202 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.386 ms | 1 - 224 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 14.453 ms | 2 - 231 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 8.328 ms | 2 - 26 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 18.497 ms | 2 - 189 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 7.7 ms | 2 - 4 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8775P | 9.178 ms | 2 - 191 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8650P | 9.178 ms | 2 - 191 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8255P | 9.178 ms | 2 - 191 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS8450 | 14.453 ms | 2 - 231 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 8.92 ms | 2 - 25 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 3.838 ms | 0 - 184 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA7255P | 18.497 ms | 2 - 189 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8295P | 12.522 ms | 2 - 205 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.838 ms | 0 - 184 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.263 ms | 0 - 188 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.
