Person Pose Detection 256x480 (SR100 Series)
Model Overview
The Person Pose Detection 256x480 model developed by Synaptics, is a lightweight quantized tflite model developed for the SR100 processor in the Synaptics Astra™ SR MCU Series.
It efficiently generates bounding boxes and identifies 17 keypoints for each person, corresponding to various body parts. Each keypoint is accompanied by a confidence score that indicates the reliability of the detection, enabling accurate estimation of the person's pose. This model can fit in Flash and designed to fit in SRAM as well.
Model Features
- Model Type: Pose Detection
- Input Size: 256x480
- Output: For each detected person, the model outputs bounding box coordinates, 17 keypoint locations and confidence scores.
- Classes: Single class (person); model is designed specifically for pose estimation of people.
Deployment on Astra
You can optimize this model for Synaptics Astra SR100 MCU using our our hosted SR100 Model Compiler HF Space.
- Processor: Astra™ SR100 MCU
- Platform: Astra™ Machina Micro Dev Kit
- Quantization: INT8 (fully quantized)
- Compiler: SR100 Model Compiler
- Preprocessing: Input images must be resized and quantized to match model requirements
Intended Applications
Designed for real-time person pose estimation on embedded, resource-constrained edge devices. Typical use cases include:
- Human activity recognition and gesture control
- Fitness and wellness tracking
- Smart home automation based on body posture
- Interactive applications and user interfaces
Evaluate Model
You can evaluate and test this model directly in our hosted Hugging Face Space, optimized for Synaptics SR110 MCU. This space provides a seamless sandbox for model evaluation using hardware-specific quantization and runtime settings.
For a detailed walkthrough on how to optimize and evaluate a model, please see our Evaluate Model Guide page.
To get started quickly with Astra SR Series, visit our SR Quick Start page.
License
Distributed under the Apache License 2.0, allowing flexible use, modification, and distribution.
Learn More
- Synaptics AI Developer Zone: Get started with documentation, tutorials and resources for your Edge AI journey.
- Astra Support Portal: Connect with our engineering team and community.
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