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

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