uploaded 1 day ago
human face detect model.

readme

# Human Face Detection Models

## Model list
[supported]: https://img.shields.io/badge/-supported-green "supported"

| Chip     | MSR_S8_V1 + <br>MNP_S8_V1 |
|----------|---------------------------|
| ESP32-S3 | ![alt text][supported]    |
| ESP32-P4 | ![alt text][supported]    |

MSR_S8_V1 + MNP_S8_V1 is a two stage model. First stage model MSR_S8_V1 predicts some candidates, then every candidate go through the next stage model MNP_S8_V1.

## Model Latency

| name         | input(h*w*c)  | preprocess(us) | model(us) | postprocess(us) |
|--------------|---------------|----------------|-----------|-----------------|
| msr_s8_v1_s3 | 120 * 160 * 3 | 10221          | 32403     | 222             |
| msr_s8_v1_p4 | 120 * 160 * 3 | 5261           | 14611     | 150             |
| mnp_s8_v1_s3 | 48 * 48 * 3   | 1110           | 5551      | 63              |
| mnp_s8_v1_p4 | 48 * 48 * 3   | 637            | 2659      | 45              |

## Model Usage

### How to New `HumanFaceDetect`

```cpp
HumanFaceDetect *detect = new HumanFaceDetect();
```
### How to Detect Human Faces

```cpp
dl::image::img_t img = {.data=DATA, .width=WIDTH, .height=HEIGHT, .pix_type=PIX_TYPE};
detect->run(img);
```

More detail about `dl::image::img_t`, see [dl_image_define.hpp](https://github.com/espressif/esp-dl/blob/master/esp-dl/vision/image/dl_image_define.hpp).

# Configurable Options in Menuconfig

See [Kconfig](Kconfig).

## Model Location

- CONFIG_HUMAN_FACE_DETECT_MODEL_IN_FLASH_RODATA
- CONFIG_HUMAN_FACE_DETECT_MODEL_IN_FLASH_PARTITION
- CONFIG_HUMAN_FACE_DETECT_MODEL_IN_SDCARD

This component supports to [load model](https://docs.espressif.com/projects/esp-dl/en/latest/tutorials/how_to_load_test_profile_model.html) from three different locations.

> **note:** If model location is set to FLASH partition, `partition.csv` must contain a partition named `human_face_det`, and the partition should be big enough to hold the model file.

## SDCard Directory

- CONFIG_HUMAN_FACE_DETECT_MODEL_SDCARD_DIR

When model locates in sdcard, you can change the model directory relative to the sdcard mount point.   

The default value of this option is `models/s3` for ESP32S3 and `models/p4` for ESP32P4. 
When using default value, just copy [models](models) folder to sdcard root directory.

> **note:** Do not change the model name when copy the models to sdcard.

Links

Supports all targets

License: MIT

To add this component to your project, run:

idf.py add-dependency "espressif/human_face_detect^0.2.1"

or download archive

Stats

  • Archive size
    Archive size ~ 225.36 KB
  • Downloaded in total
    Downloaded in total 306 times
  • Downloaded this version
    This version: 0 times

Badge

espressif/human_face_detect version: 0.2.1
|