Update README.md
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README.md
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@@ -66,8 +66,8 @@ Measures are done with default STM32Cube.AI configuration with enabled input / o
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| Model | Format | Resolution | Series | Activation RAM (KiB) | Runtime RAM (KiB) | Weights Flash (KiB) | Code Flash (KiB) | Total RAM (KiB) | Total Flash (kB) | STM32Cube.AI version |
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| [miniresnet v2 1stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 59.89 | 7.09 | 123.98 | 61.57 | 66.98 | 185.55 | 10.0.0 |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 59.89 | 11.28 | 431.98 | 69.86 | 71.17 | 501.84 | 10.0.0 |
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### Reference inference time based on ESC-10 dataset
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| Model | Format | Resolution | Board | Execution Engine | Frequency | Inference time (ms) | STM32Cube.AI version |
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|-------------------|--------|------------|------------------|------------------|--------------|-------|-----------------------|
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| [miniresnet v2 1stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 1 CPU | 160 | 188.36 | 10.0.0 |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 1 CPU | 160 | 308.81 | 10.0.0 |
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### Accuracy with ESC-10 dataset
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| Model | Format | Resolution | Clip-level Accuracy |
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|-------|--------|------------|----------------|
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| [miniresnet v2 1stack ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl.h5) | float32 | 64x50x1 | 91.1% |
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| [miniresnet v2 1stack ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | 91.1% |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl.h5) | float32 | 64x50x1 | 92.4% |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | 92.6% |
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| Model | Format | Resolution | Series | Activation RAM (KiB) | Runtime RAM (KiB) | Weights Flash (KiB) | Code Flash (KiB) | Total RAM (KiB) | Total Flash (kB) | STM32Cube.AI version |
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|-------------------|--------|------------|---------|----------------|-------------|---------------|------------|-------------|-------------|-----------------------|
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+
| [miniresnet v2 1stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 59.89 | 7.09 | 123.98 | 61.57 | 66.98 | 185.55 | 10.0.0 |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 59.89 | 11.28 | 431.98 | 69.86 | 71.17 | 501.84 | 10.0.0 |
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### Reference inference time based on ESC-10 dataset
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| Model | Format | Resolution | Board | Execution Engine | Frequency | Inference time (ms) | STM32Cube.AI version |
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|-------------------|--------|------------|------------------|------------------|--------------|-------|-----------------------|
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| [miniresnet v2 1stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 1 CPU | 160 | 188.36 | 10.0.0 |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | B-U585I-IOT02A | 1 CPU | 160 | 308.81 | 10.0.0 |
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### Accuracy with ESC-10 dataset
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| Model | Format | Resolution | Clip-level Accuracy |
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|-------|--------|------------|----------------|
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| [miniresnet v2 1stack ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl.h5) | float32 | 64x50x1 | 91.1% |
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| [miniresnet v2 1stack ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_1stacks_64x50_tl/miniresnetv2_1stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | 91.1% |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl.h5) | float32 | 64x50x1 | 92.4% |
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| [miniresnet v2 2stacks ](https://github.com/STMicroelectronics/stm32ai-modelzoo/tree/main/audio_event_detection/miniresnetv2/ST_pretrainedmodel_public_dataset/esc10/miniresnetv2_2stacks_64x50_tl/miniresnetv2_2stacks_64x50_tl_int8.tflite) | int8 | 64x50x1 | 92.6% |
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