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@tom-arm
tom-arm committed Apr 19, 2021
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# Model Zoo
![version](https://img.shields.io/badge/version-20.12-0091BD)
> A collection of machine learning models optimized for Arm IP.
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<table>
<tr>
<th width="250" style="text-align:left">Network</th>
<th width="100" style="text-align:left">Type</th>
<th width="160" style="text-align:left">Framework</th>
<th width="100" style="text-align:left">Cortex-A</th>
<th width="100" style="text-align:left">Cortex-M</th>
<th width="100" style="text-align:left">Mali GPU</th>
<th width="100" style="text-align:left">Ethos U</th>
<th width="250">Network</th>
<th width="100">Type</th>
<th width="160">Framework</th>
<th width="100">Cortex-A</th>
<th width="100">Cortex-M</th>
<th width="100">Mali GPU</th>
<th width="100">Ethos U</th>
</tr>
<tr>
<td>[MobileNet v2 1.0 224 UINT8](models/image_classification/mobilenet_v2_1.0_224/tflite_uint8)</td>
<td>UINT8</td>
<td>TensorFlow Lite</td>
<td align="center">UINT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<table/>
</table>

## Keyword Spotting

<table>
<tr>
<th width="250" style="text-align:left">Network</th>
<th width="100" style="text-align:left">Type</th>
<th width="160" style="text-align:left">Framework</th>
<th width="100" style="text-align:left">Cortex-A</th>
<th width="100" style="text-align:left">Cortex-M</th>
<th width="100" style="text-align:left">Mali GPU</th>
<th width="100" style="text-align:left">Ethos U</th>
<th width="250">Network</th>
<th width="100">Type</th>
<th width="160">Framework</th>
<th width="100">Cortex-A</th>
<th width="100">Cortex-M</th>
<th width="100">Mali GPU</th>
<th width="100">Ethos U</th>
</tr>
<tr>
<td>[CNN Large INT8 *](models/keyword_spotting/cnn_large/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[CNN Medium INT8 *](models/keyword_spotting/cnn_medium/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[CNN Small INT8 *](models/keyword_spotting/cnn_small/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[DNN Large INT8 *](models/keyword_spotting/dnn_large/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[DNN Medium INT8 *](models/keyword_spotting/dnn_medium/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[DNN Small INT8 *](models/keyword_spotting/dnn_small/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[DS-CNN Clustered FP32](models/keyword_spotting/ds_cnn_large/tflite_clustered_fp32)</td>
<td>FP32</td>
<td>TensorFlow Lite</td>
<td align="center">FP32</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
</tr>
<tr>
<td>[DS-CNN Clustered INT8](models/keyword_spotting/ds_cnn_large/tflite_clustered_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[DS-CNN Large INT8 *](models/keyword_spotting/ds_cnn_large/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[DS-CNN Medium INT8 *](models/keyword_spotting/ds_cnn_medium/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<tr>
<td>[DS-CNN Small INT8 *](models/keyword_spotting/ds_cnn_small/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<table/>
</table>

## Object Detection

<table>
<tr>
<th width="250" style="text-align:left">Network</th>
<th width="100" style="text-align:left">Type</th>
<th width="160" style="text-align:left">Framework</th>
<th width="100" style="text-align:left">Cortex-A</th>
<th width="100" style="text-align:left">Cortex-M</th>
<th width="100" style="text-align:left">Mali GPU</th>
<th width="100" style="text-align:left">Ethos U</th>
<th width="250">Network</th>
<th width="100">Type</th>
<th width="160">Framework</th>
<th width="100">Cortex-A</th>
<th width="100">Cortex-M</th>
<th width="100">Mali GPU</th>
<th width="100">Ethos U</th>
</tr>
<tr>
<td>[SSD MobileNet v1 FP32 *](models/object_detection/ssd_mobilenet_v1/tflite_fp32)</td>
<td>FP32</td>
<td>TensorFlow Lite</td>
<td align="center">FP32</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
</tr>
<tr>
<td>[SSD MobileNet v1 UINT8 *](models/object_detection/ssd_mobilenet_v1/tflite_uint8)</td>
<td>UINT8</td>
<td>TensorFlow Lite</td>
<td align="center">UINT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
</tr>
<tr>
<td>[YOLO v3 Tiny FP32 *](models/object_detection/yolo_v3_tiny/tflite_fp32)</td>
<td>FP32</td>
<td>TensorFlow Lite</td>
<td align="center">FP32</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_multiplication_x:</td>
</tr>
<table/>
</table>

## Speech Recognition

<table>
<tr>
<th width="250" style="text-align:left">Network</th>
<th width="100" style="text-align:left">Type</th>
<th width="160" style="text-align:left">Framework</th>
<th width="100" style="text-align:left">Cortex-A</th>
<th width="100" style="text-align:left">Cortex-M</th>
<th width="100" style="text-align:left">Mali GPU</th>
<th width="100" style="text-align:left">Ethos U</th>
<th width="250">Network</th>
<th width="100">Type</th>
<th width="160">Framework</th>
<th width="100">Cortex-A</th>
<th width="100">Cortex-M</th>
<th width="100">Mali GPU</th>
<th width="100">Ethos U</th>
</tr>
<tr>
<td>[Wav2letter INT8](models/speech_recognition/wav2letter/tflite_int8)</td>
<td>INT8</td>
<td>TensorFlow Lite</td>
<td align="center">INT8</td>
<td align="center">TensorFlow Lite</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
<td align="center">:heavy_check_mark:</td>
</tr>
<table/>
</table>

### Key
* :heavy_check_mark: - Will run on this platform.
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## License
[Apache-2.0](https://spdx.org/licenses/Apache-2.0.html) unless otherwise explicitly stated.


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