--- library_name: pytorch license: apache-2.0 tags: - real_time - android pipeline_tag: keypoint-detection --- ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/web-assets/model_demo.png) # MediaPipe-Pose-Estimation: Optimized for Qualcomm Devices The MediaPipe Pose Landmark Detector is a machine learning pipeline that predicts bounding boxes and pose skeletons of the face, hands, and torso in an image. This is based on the implementation of MediaPipe-Pose-Estimation found [here](https://github.com/zmurez/MediaPipePyTorch/). This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/mediapipe_pose) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary). Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device. ## Getting Started There are two ways to deploy this model on your device: ### Option 1: Download Pre-Exported Models Below are pre-exported model assets ready for deployment. | Runtime | Precision | Chipset | SDK Versions | Download | |---|---|---|---|---| | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip) | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip) | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip) | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen1.zip) | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_qcs8275.zip) | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip) | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip) | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip) | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X2 Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_x2_elite.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_x_elite.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_8gen3.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_8gen1.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_qcs6490.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_qcs8275.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_qcs8550_proxy.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_qcm6690.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_qcs9075.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_7gen4.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_8_elite_for_galaxy.zip) | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-precompiled_qnn_onnx-w8a8-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip) | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip) | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip) | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip) | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_snapdragon_8gen1.zip) | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_qcs8275.zip) | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip) | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_sa8775p.zip) | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_qcs9075.zip) | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_sa7255p.zip) | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_sa8295p.zip) | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip) | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip) | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_snapdragon_x2_elite.zip) | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_snapdragon_x_elite.zip) | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_snapdragon_8gen3.zip) | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_snapdragon_8gen1.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS6490 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_qcs6490.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_qcs8275.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_qcs8550_proxy.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_sa8775p.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-6690 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_qcm6690.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_qcs9075.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_sa7255p.zip) | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_sa8295p.zip) | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_snapdragon_7gen4.zip) | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_snapdragon_8_elite_for_galaxy.zip) | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/releases/v0.61.0/mediapipe_pose-qnn_context_binary-w8a8-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip) For more device-specific assets and performance metrics, visit **[MediaPipe-Pose-Estimation on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/mediapipe_pose)**. ### Option 2: Export with Custom Configurations Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/mediapipe_pose) 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 This option is ideal if you need to customize the model beyond the default configuration provided here. See our repository for [MediaPipe-Pose-Estimation on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/mediapipe_pose) for usage instructions. ## Model Details **Model Type:** Model_use_case.pose_estimation **Model Stats:** - Input resolution: 256x256 - Model size (pose_detector) (float): 3.14 MB - Model size (pose_landmark_detector) (float): 12.9 MB - Number of parameters (pose_detector): 815K - Number of parameters (pose_landmark_detector): 3.36M ## Performance Summary | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |---|---|---|---|---|---|--- | pose_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.499 ms | 1 - 1 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.891 ms | 0 - 0 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.631 ms | 0 - 7 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 2.173 ms | 0 - 14 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.693 ms | 0 - 4 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.857 ms | 0 - 4 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 2.173 ms | 0 - 14 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.478 ms | 0 - 3 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 0.891 ms | 0 - 0 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.512 ms | 0 - 11 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 0.512 ms | 0 - 11 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.416 ms | 0 - 7 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X2 Elite | 0.192 ms | 1 - 1 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X Elite | 0.312 ms | 0 - 0 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.226 ms | 0 - 7 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.578 ms | 0 - 14 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.762 ms | 0 - 3 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.439 ms | 0 - 4 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.32 ms | 0 - 3 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® QCS8450 | 0.578 ms | 0 - 14 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.455 ms | 0 - 3 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.312 ms | 0 - 0 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 3.224 ms | 0 - 7 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.407 ms | 0 - 6 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.189 ms | 0 - 11 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.189 ms | 0 - 11 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.167 ms | 0 - 8 MB | NPU | pose_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.407 ms | 0 - 6 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 0.635 ms | 0 - 0 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 0.997 ms | 0 - 0 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.633 ms | 0 - 8 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 2.147 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 1.668 ms | 0 - 3 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 5.766 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.855 ms | 0 - 1 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 1.583 ms | 0 - 10 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 1.583 ms | 0 - 10 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 1.583 ms | 0 - 10 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 2.147 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 1.578 ms | 2 - 4 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 0.997 ms | 0 - 0 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 0.514 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 5.766 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 2.533 ms | 0 - 6 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 0.514 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.404 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X2 Elite | 0.286 ms | 0 - 0 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X Elite | 0.408 ms | 0 - 0 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.211 ms | 0 - 7 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.57 ms | 0 - 14 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.7 ms | 0 - 2 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.352 ms | 0 - 2 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.996 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.315 ms | 0 - 2 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8775P | 0.484 ms | 26 - 31 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8650P | 0.484 ms | 26 - 31 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8255P | 0.484 ms | 26 - 31 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS8450 | 0.57 ms | 0 - 14 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.398 ms | 0 - 2 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.408 ms | 0 - 0 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 3.209 ms | 0 - 6 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.407 ms | 0 - 6 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.186 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA7255P | 0.996 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8295P | 0.931 ms | 0 - 6 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Mobile | 0.186 ms | 0 - 9 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.166 ms | 0 - 13 MB | NPU | pose_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.407 ms | 0 - 6 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 0.619 ms | 2 - 2 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 0.849 ms | 7 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 0.606 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 1.164 ms | 1 - 14 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 1.296 ms | 1 - 4 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.808 ms | 0 - 9 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 1.164 ms | 1 - 14 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1.233 ms | 1 - 3 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 0.849 ms | 7 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 0.495 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 0.495 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.438 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X2 Elite | 0.16 ms | 1 - 1 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® X Elite | 0.293 ms | 0 - 0 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.212 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.448 ms | 0 - 13 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.246 ms | 0 - 3 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.374 ms | 0 - 4 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.306 ms | 0 - 6 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® QCS8450 | 0.448 ms | 0 - 13 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.432 ms | 0 - 3 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.293 ms | 0 - 0 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.623 ms | 0 - 6 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.322 ms | 0 - 6 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.197 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.197 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.172 ms | 0 - 7 MB | NPU | pose_landmark_detector | PRECOMPILED_QNN_ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.322 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 0.726 ms | 1 - 1 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 1.025 ms | 1 - 1 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 0.605 ms | 1 - 8 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 1.156 ms | 1 - 11 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 1.251 ms | 1 - 4 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 3.194 ms | 1 - 10 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.804 ms | 1 - 2 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 1.405 ms | 1 - 10 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 1.405 ms | 1 - 10 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 1.405 ms | 1 - 10 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 1.156 ms | 1 - 11 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 1.221 ms | 1 - 3 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 1.025 ms | 1 - 1 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 0.493 ms | 1 - 9 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 3.194 ms | 1 - 10 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 1.386 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 0.493 ms | 1 - 9 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.428 ms | 1 - 11 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X2 Elite | 0.277 ms | 0 - 0 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® X Elite | 0.411 ms | 0 - 0 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.212 ms | 0 - 8 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Gen 1 Mobile | 0.443 ms | 0 - 9 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1.114 ms | 2 - 4 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.372 ms | 0 - 3 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 0.807 ms | 0 - 8 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 0.302 ms | 0 - 1 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8775P | 0.51 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8650P | 0.51 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8255P | 0.51 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® QCS8450 | 0.443 ms | 0 - 9 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 0.406 ms | 0 - 2 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 0.411 ms | 0 - 0 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1.63 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 0.313 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.193 ms | 0 - 9 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA7255P | 0.807 ms | 0 - 8 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Qualcomm® SA8295P | 0.693 ms | 0 - 6 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Mobile | 0.193 ms | 0 - 9 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.17 ms | 0 - 8 MB | NPU | pose_landmark_detector | QNN_CONTEXT_BINARY | w8a8 | Snapdragon® 7 Gen 4 Mobile | 0.313 ms | 0 - 6 MB | NPU ## License * The license for the original implementation of MediaPipe-Pose-Estimation can be found [here](https://github.com/zmurez/MediaPipePyTorch/blob/master/LICENSE). ## References * [BlazePose: On-device Real-time Body Pose tracking](https://arxiv.org/abs/2006.10204) * [Source Model Implementation](https://github.com/zmurez/MediaPipePyTorch/) ## Community * Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI. * For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).