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 4.709 ms 9 - 9 MB NPU
YOLO26-Pose ONNX float Snapdragon® X Elite 10.175 ms 11 - 11 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Gen 3 Mobile 6.883 ms 9 - 215 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Gen 1 Mobile 17.953 ms 9 - 229 MB NPU
YOLO26-Pose ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 9.928 ms 0 - 145 MB NPU
YOLO26-Pose ONNX float Qualcomm® QCS8450 17.953 ms 9 - 229 MB NPU
YOLO26-Pose ONNX float Qualcomm® Dragonwing™ IQ-9075 14.482 ms 6 - 9 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Elite Mobile 4.752 ms 4 - 184 MB NPU
YOLO26-Pose ONNX float Snapdragon® 8 Elite Gen 5 Mobile 4.386 ms 5 - 189 MB NPU
YOLO26-Pose ONNX float Qualcomm® Dragonwing™ Q-8750 4.752 ms 4 - 184 MB NPU
YOLO26-Pose ONNX float Qualcomm® Dragonwing™ IQ-X7181 10.175 ms 11 - 11 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® X2 Elite 2.631 ms 4 - 4 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® X Elite 6.677 ms 3 - 3 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 3.823 ms 0 - 229 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 7.949 ms 4 - 238 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 18.388 ms 3 - 6 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 6.283 ms 3 - 135 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® QCS8450 7.949 ms 4 - 238 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Elite Mobile 2.826 ms 0 - 89 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 6.85 ms 3 - 6 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 33.381 ms 4 - 211 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.478 ms 0 - 93 MB NPU
YOLO26-Pose ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 10.208 ms 4 - 217 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 10.208 ms 4 - 217 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 2.826 ms 0 - 89 MB NPU
YOLO26-Pose ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 6.677 ms 3 - 3 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® X2 Elite 3.39 ms 5 - 5 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® X Elite 6.292 ms 5 - 5 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Gen 3 Mobile 4.16 ms 5 - 197 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Gen 1 Mobile 10.263 ms 5 - 215 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS8275 16.738 ms 0 - 166 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 5.788 ms 5 - 6 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® SA8775P 7.264 ms 1 - 168 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® SA8650P 7.264 ms 1 - 168 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® SA8255P 7.264 ms 1 - 168 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® QCS8450 10.263 ms 5 - 215 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® SA8295P 10.546 ms 0 - 185 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 7.004 ms 5 - 13 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Elite Mobile 3.091 ms 0 - 159 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® SA7255P 16.738 ms 0 - 166 MB NPU
YOLO26-Pose QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 2.621 ms 5 - 194 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® Dragonwing™ Q-8750 3.091 ms 0 - 159 MB NPU
YOLO26-Pose QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 6.292 ms 5 - 5 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® X2 Elite 2.743 ms 2 - 2 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® X Elite 5.447 ms 2 - 2 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 3.229 ms 2 - 216 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® QCS8275 9.128 ms 0 - 185 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.906 ms 2 - 4 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® SA8775P 5.668 ms 0 - 185 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® SA8650P 5.668 ms 0 - 185 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® SA8255P 5.668 ms 0 - 185 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 2.597 ms 2 - 189 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 5.406 ms 1 - 6 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 24.858 ms 2 - 190 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® SA7255P 9.128 ms 0 - 185 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 2.332 ms 2 - 201 MB NPU
YOLO26-Pose QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 6.052 ms 3 - 198 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 6.052 ms 3 - 198 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 2.597 ms 2 - 189 MB NPU
YOLO26-Pose QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 5.447 ms 2 - 2 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Gen 3 Mobile 5.36 ms 2 - 224 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Gen 1 Mobile 14.374 ms 2 - 231 MB NPU
YOLO26-Pose TFLITE float Qualcomm® QCS8275 18.516 ms 2 - 190 MB NPU
YOLO26-Pose TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 7.693 ms 2 - 4 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA8775P 9.197 ms 2 - 191 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA8650P 9.197 ms 2 - 191 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA8255P 9.197 ms 2 - 191 MB NPU
YOLO26-Pose TFLITE float Qualcomm® QCS8450 14.374 ms 2 - 231 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA8295P 12.595 ms 2 - 205 MB NPU
YOLO26-Pose TFLITE float Qualcomm® Dragonwing™ IQ-9075 8.87 ms 1 - 25 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Elite Mobile 3.844 ms 0 - 181 MB NPU
YOLO26-Pose TFLITE float Qualcomm® SA7255P 18.516 ms 2 - 190 MB NPU
YOLO26-Pose TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 3.255 ms 0 - 188 MB NPU
YOLO26-Pose TFLITE float Qualcomm® Dragonwing™ Q-8750 3.844 ms 0 - 181 MB NPU

License

  • The license for the original implementation of YOLO26-Pose can be found here.

References

Community

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support