Automated update of model files
Browse files- README.md +63 -0
- person_pose_detection_flash(480x640).tflite +3 -0
README.md
ADDED
|
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
library_name: tflite
|
| 4 |
+
pipeline_tag: pose-detection
|
| 5 |
+
tags:
|
| 6 |
+
- Astra SR
|
| 7 |
+
- SR100
|
| 8 |
+
- MCU
|
| 9 |
+
- Person Pose Detection
|
| 10 |
+
---
|
| 11 |
+
# Person Pose Detection 480x640 (SR100 Series)
|
| 12 |
+
|
| 13 |
+
## Model Overview
|
| 14 |
+
|
| 15 |
+
The **Person Pose Detection 480x640** model developed by Synaptics, is a lightweight quantized `tflite` model developed for the **SR100 processor** in the Synaptics Astra™ SR MCU Series.
|
| 16 |
+
|
| 17 |
+
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.
|
| 18 |
+
|
| 19 |
+
## Model Features
|
| 20 |
+
|
| 21 |
+
- **Model Type:** Pose Detection
|
| 22 |
+
- **Input Size:** 480x640
|
| 23 |
+
- **Output:** For each detected person, the model outputs bounding box coordinates, 17 keypoint locations and confidence scores.
|
| 24 |
+
- **Classes:** Single class (person); model is designed specifically for pose estimation of people.
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
## Deployment on Astra
|
| 29 |
+
|
| 30 |
+
You can optimize this model for Synaptics Astra SR100 MCU using our our hosted [SR100 Model Compiler HF Space](https://huggingface.co/spaces/Synaptics/SR100-Model-Compiler).
|
| 31 |
+
|
| 32 |
+
- **Processor:** Astra™ SR100 MCU
|
| 33 |
+
- **Platform:** Astra™ Machina Micro Dev Kit
|
| 34 |
+
- **Quantization:** INT8 (fully quantized)
|
| 35 |
+
- **Compiler:** [SR100 Model Compiler](https://huggingface.co/spaces/Synaptics/SR100-Model-Compiler)
|
| 36 |
+
- **Preprocessing:** Input images must be resized and quantized to match model requirements
|
| 37 |
+
|
| 38 |
+
## Intended Applications
|
| 39 |
+
|
| 40 |
+
Designed for **real-time person pose estimation** on embedded, resource-constrained edge devices. Typical use cases include:
|
| 41 |
+
|
| 42 |
+
- Human activity recognition and gesture control
|
| 43 |
+
- Fitness and wellness tracking
|
| 44 |
+
- Smart home automation based on body posture
|
| 45 |
+
- Interactive applications and user interfaces
|
| 46 |
+
|
| 47 |
+
|
| 48 |
+
## Evaluate Model
|
| 49 |
+
|
| 50 |
+
You can evaluate and test this model directly in our hosted [Hugging Face Space](https://huggingface.co/spaces/Synaptics/SR100-Model-Compiler), optimized for **Synaptics SR110** MCU. This space provides a seamless sandbox for model evaluation using hardware-specific quantization and runtime settings.
|
| 51 |
+
|
| 52 |
+
For a detailed walkthrough on how to optimize and evaluate a model, please see our [Evaluate Model Guide](https://developer.synaptics.com/docs/sr/sr110/evaluate-sr?utm_source=hf) page.
|
| 53 |
+
|
| 54 |
+
To get started quickly with Astra SR Series, visit our [SR Quick Start](https://developer.synaptics.com/docs/sr/sr110/quick-start?utm_source=hf) page.
|
| 55 |
+
|
| 56 |
+
## License
|
| 57 |
+
|
| 58 |
+
Distributed under the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0), allowing flexible use, modification, and distribution.
|
| 59 |
+
|
| 60 |
+
## Learn More
|
| 61 |
+
|
| 62 |
+
- [Synaptics AI Developer Zone](https://developer.synaptics.com?utm_source=hf): Get started with documentation, tutorials and resources for your Edge AI journey.
|
| 63 |
+
- [Astra Support Portal](https://synacsm.atlassian.net/servicedesk/customer/portal/543?utm_source=hf): Connect with our engineering team and community.
|
person_pose_detection_flash(480x640).tflite
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:65290b73151b7b7ffbb0a182abc863a3fc656e77ff67c57be25013fc1b929e50
|
| 3 |
+
size 1530504
|