# ML-zoo **Repository Path**: mirrors_ARM-software/ML-zoo ## Basic Information - **Project Name**: ML-zoo - **Description**: No description available - **Primary Language**: Unknown - **License**: Apache-2.0 - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2020-12-19 - **Last Updated**: 2026-07-18 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # Model Zoo ![version](https://img.shields.io/badge/version-21.08-0091BD) > A collection of machine learning models optimized for Arm IP. ## Anomaly Detection
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (AUC)
MicroNet Large INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.968
MicroNet Medium INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.963
MicroNet Small INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.955
**Dataset**: Dcase 2020 Task 2 Slide Rail ## Image Classification
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (Top 1 Accuracy)
MobileNet v2 1.0 224 INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.697
MobileNet v2 1.0 224 UINT8 UINT8 TensorFlow Lite :heavy_multiplication_x: :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: 0.708
**Dataset**: ILSVRC 2012 ## Keyword Spotting
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (Accuracy)
CNN Large INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.923
CNN Medium INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.905
CNN Small INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.902
DNN Large INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.860
DNN Medium INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.839
DNN Small INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.821
DS-CNN Large Clustered FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: 0.948
DS-CNN Large Clustered INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.939
DS-CNN Large INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: HERO :heavy_check_mark: :heavy_check_mark: 0.945
DS-CNN Medium INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: HERO :heavy_check_mark: :heavy_check_mark: 0.939
DS-CNN Small INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: HERO :heavy_check_mark: :heavy_check_mark: 0.931
DS-CNN Small INT16 * INT16 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: HERO :heavy_check_mark: :heavy_check_mark: 0.934
CNN Large FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: 0.934
CNN Medium FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: 0.918
CNN Small FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: 0.922
DNN Large FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: 0.867
DNN Medium FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: 0.850
DNN Small FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: 0.836
DS-CNN Large FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: HERO :heavy_check_mark: :heavy_multiplication_x: 0.950
DS-CNN Medium FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: HERO :heavy_check_mark: :heavy_multiplication_x: 0.943
DS-CNN Small FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: HERO :heavy_check_mark: :heavy_multiplication_x: 0.939
MicroNet Large INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.965
MicroNet Medium INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.958
MicroNet Small INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.953
**Dataset**: Google Speech Commands Test Set ## Noise Suppression
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (Average Pesq)
RNNoise INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 2.945
**Dataset**: Noisy Speech Database For Training Speech Enhancement Algorithms And Tts Models ## Object Detection
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (mAP)
SSD MobileNet v1 FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_multiplication_x: :heavy_check_mark: :heavy_multiplication_x: 0.210
SSD MobileNet v1 INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_multiplication_x: :heavy_check_mark: :heavy_multiplication_x: 0.234
SSD MobileNet v1 UINT8 * UINT8 TensorFlow Lite :heavy_multiplication_x: :heavy_multiplication_x: :heavy_check_mark: :heavy_multiplication_x: 0.180
YOLO v3 Tiny FP32 * FP32 TensorFlow Lite :heavy_check_mark: :heavy_multiplication_x: :heavy_check_mark: :heavy_multiplication_x: 0.331
**Dataset**: COCO Validation 2017 ## Speech Recognition
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (LER)
Wav2letter INT8 INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.0877
Wav2letter Pruned INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.0783
Tiny Wav2letter INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: :heavy_check_mark: 0.0348
Tiny Wav2letter Pruned INT8 * INT8 TensorFlow Lite :heavy_check_mark: :heavy_check_mark: :heavy_multiplication_x: :heavy_check_mark: 0.0283
**Dataset**: LibriSpeech, Fluent Speech ## Superresolution
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (PSNR)
SESR INT8 ** INT8 TensorFlow Lite :heavy_check_mark: :heavy_multiplication_x: :heavy_check_mark: HERO :heavy_multiplication_x: 35.00dB
**Dataset**: DIV2K ## Visual Wake Words
Network Type Framework Cortex-A Cortex-M Mali GPU Ethos U Score (Accuracy)
MicroNet VWW-2 INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.768
MicroNet VWW-3 INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.855
MicroNet VWW-4 INT8 INT8 TensorFlow Lite :heavy_multiplication_x: :heavy_check_mark: :heavy_check_mark: :heavy_check_mark: 0.822
**Dataset**: Visual Wake Words ### Key * :heavy_check_mark: - Will run on this platform. * :heavy_multiplication_x: - Will not run on this platform. * `*` - Code to recreate model available. * `**` - This model has a large memory footprint – it will not run on all platforms. ## License [Apache-2.0](https://spdx.org/licenses/Apache-2.0.html) unless otherwise explicitly stated.