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README.md
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---
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license: other
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license_name: sla0081
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license_link: https://github.com/STMicroelectronics/stm32ai-modelzoo/hand_posture/LICENSE.md
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---
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# CNN2D_ST_HandPosture model
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| Model | Format | Input Shape | Series | Activation RAM (KiB) | Runtime RAM (KiB) | Weights Flash (KiB) | Code Flash (KiB) | Total RAM (KiB) | Total Flash (KiB) | STM32Cube.AI version |
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|:-----------------:|:------:|:-----------:|:-------:|:--------------:|:-----------:|:-------------:|:----------:|:-----------:|:-----------:|:---------------------:|
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L8CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F4 | 1.07 | 2.08 | 10.75 | 14.37 | 3.15 | 25.12 | 10.0.0 |
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L5CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F4 | 1.07 | 2.08 | 10.75 | 14.37 | 3.15 | 25.12 | 10.0.0 |
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### Reference inference time based on ST_VL53LxCX_handposture_dataset (see Accuracy for details on dataset)
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| Model | Format | Resolution | Board | Frequency | Inference time (ms) | STM32Cube.AI version |
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|:-----------------:|:------:|:----------:|:----------------:|:-------------:|:-------------------:|:---------------------:|
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L8CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F401 | 84 MHz | 1.54 ms | 10.0.0 |
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L5CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F401 | 84 MHz | 1.53 ms | 10.0.0 |
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### Accuracy with ST_VL53LxCX_handposture_dataset
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| Model | Format | Resolution | Accuracy |
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|:-----------------:|:------:|:----------:|:----------------:|
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L8CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | 99.43 % |
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L5CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | 97.17 % |
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## Retraining and Integration in a simple example:
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---
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license: other
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license_name: sla0081
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+
license_link: https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/hand_posture/LICENSE.md
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---
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# CNN2D_ST_HandPosture model
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| Model | Format | Input Shape | Series | Activation RAM (KiB) | Runtime RAM (KiB) | Weights Flash (KiB) | Code Flash (KiB) | Total RAM (KiB) | Total Flash (KiB) | STM32Cube.AI version |
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|:-----------------:|:------:|:-----------:|:-------:|:--------------:|:-----------:|:-------------:|:----------:|:-----------:|:-----------:|:---------------------:|
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+
| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L8CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F4 | 1.07 | 2.08 | 10.75 | 14.37 | 3.15 | 25.12 | 10.0.0 |
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L5CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F4 | 1.07 | 2.08 | 10.75 | 14.37 | 3.15 | 25.12 | 10.0.0 |
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### Reference inference time based on ST_VL53LxCX_handposture_dataset (see Accuracy for details on dataset)
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| Model | Format | Resolution | Board | Frequency | Inference time (ms) | STM32Cube.AI version |
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|:-----------------:|:------:|:----------:|:----------------:|:-------------:|:-------------------:|:---------------------:|
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+
| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L8CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F401 | 84 MHz | 1.54 ms | 10.0.0 |
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L5CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | STM32F401 | 84 MHz | 1.53 ms | 10.0.0 |
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### Accuracy with ST_VL53LxCX_handposture_dataset
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| Model | Format | Resolution | Accuracy |
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|:-----------------:|:------:|:----------:|:----------------:|
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+
| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L8CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | 99.43 % |
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| [CNN2D_ST_HandPosture](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/hand_posture/CNN2D_ST_HandPosture/ST_pretrainedmodel_custom_dataset/ST_VL53L5CX_handposture_dataset/CNN2D_ST_HandPosture_8classes/CNN2D_ST_HandPosture_8classes.h5) | FLOAT32 | 8 x 8 x 2 | 97.17 % |
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## Retraining and Integration in a simple example:
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