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 | 4.745 ms | 208 - 208 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® X Elite | 10.151 ms | 145 - 145 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 6.894 ms | 9 - 204 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 18.053 ms | 1 - 212 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS8550 (Proxy) | 9.892 ms | 6 - 10 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS8450 | 18.053 ms | 1 - 212 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Mobile | 4.763 ms | 6 - 187 MB | NPU |
| YOLO26-Pose | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 4.362 ms | 5 - 184 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS9075 | 15.466 ms | 7 - 53 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS8750 | 4.763 ms | 6 - 187 MB | NPU |
| YOLO26-Pose | ONNX | float | Qualcomm® QCS7181 | 10.151 ms | 145 - 145 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X2 Elite | 2.633 ms | 210 - 210 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® X Elite | 6.658 ms | 179 - 179 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.838 ms | 0 - 223 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 7.955 ms | 4 - 225 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS6490 | 19.36 ms | 1 - 48 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 6.287 ms | 2 - 15 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS8450 | 7.955 ms | 4 - 225 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS9075 | 6.9 ms | 2 - 48 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.472 ms | 0 - 90 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 2.821 ms | 0 - 93 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 10.248 ms | 4 - 213 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCM6690 | 31.862 ms | 4 - 210 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS7790 | 10.248 ms | 4 - 213 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS8750 | 2.821 ms | 0 - 93 MB | NPU |
| YOLO26-Pose | ONNX | w8a16 | Qualcomm® QCS7181 | 6.658 ms | 179 - 179 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X2 Elite | 3.364 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® X Elite | 6.398 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.127 ms | 5 - 197 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 10.262 ms | 4 - 214 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS8275 | 16.752 ms | 1 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5.764 ms | 5 - 6 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS8450 | 10.262 ms | 4 - 214 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.081 ms | 0 - 163 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA8295P | 10.509 ms | 0 - 185 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.595 ms | 5 - 193 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® SA7255P | 16.752 ms | 1 - 167 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS9075 | 7.707 ms | 5 - 13 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS8750 | 3.081 ms | 0 - 163 MB | NPU |
| YOLO26-Pose | QNN_DLC | float | Qualcomm® QCS7181 | 6.398 ms | 5 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 2.74 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® X Elite | 5.429 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 3.226 ms | 2 - 215 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® QCS8275 | 9.155 ms | 1 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 4.952 ms | 0 - 17 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 6.049 ms | 0 - 5 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 2.328 ms | 2 - 199 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 2.592 ms | 2 - 189 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 6.061 ms | 2 - 196 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 23.849 ms | 2 - 189 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® SA7255P | 9.155 ms | 1 - 186 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® QCS7790 | 6.061 ms | 2 - 196 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® QCS8750 | 2.592 ms | 2 - 189 MB | NPU |
| YOLO26-Pose | QNN_DLC | w8a16 | Qualcomm® QCS7181 | 5.429 ms | 2 - 2 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 5.36 ms | 2 - 225 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 14.425 ms | 2 - 234 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS8275 | 18.524 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 7.715 ms | 0 - 3 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8775P | 24.215 ms | 0 - 32 MB | GPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8650P | 24.215 ms | 0 - 32 MB | GPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8255P | 24.215 ms | 0 - 32 MB | GPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS8450 | 14.425 ms | 2 - 234 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.842 ms | 0 - 181 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA8295P | 12.614 ms | 0 - 204 MB | NPU |
| YOLO26-Pose | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 3.229 ms | 0 - 189 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® SA7255P | 18.524 ms | 2 - 190 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS9075 | 9.303 ms | 1 - 18 MB | NPU |
| YOLO26-Pose | TFLITE | float | Qualcomm® QCS8750 | 3.842 ms | 0 - 181 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.
