Image_Classification.md

影像分類 (Image Classification)

• 卷積層神經網路介紹

• 影像分類介紹

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影像分類

Examples > AmebaNN > RTSPImageClassification

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Garbage模型訓練與檔案轉換

模型訓練： kaggle.com/rkuo2000/garbage-cnn

required in kaggle for AmebaPro2

1. pip install tensorflow==2.14.1
2. model.save('garbage_cnn.h5', include_optimizer=False)

模型轉換：AMB82 AI Model Conversion

1. Download garbage_cnn.h5 from kaggle.com/rkuo2000/garbage-cnn Output
2. Compress garbage_cnn.h5 to garbage_cnn.zip
3. Go to Amebapro2 AI convert model, fill up your E-mail
4. Upload garbage_cnn.zip
5. Upload one (.jpg) test picture (EX. glass100.jpg from Garbage dataset)
6. Email will be sent to you for the link of network_binary.nb

程式範例：RTSP_GarbageClassification.ino

1. click the recieved Email link to download network_binary.nb
2. create NN_MDL folder in SDcard, save network_binary.nb under NN_MDL folder, and rename it to imgclassification.nb
3. plugin SDcard back to AMB82-MINI
4. modify Sketch RTSP_GarbageClassification.ino
   1. modify SSID and PASSWD
   2. modify imgclass.modelSelect (change DEFAULT_IMGCLASS to CUSTOMIZED_IMGCLASS)
5. burn code into board AMB82-MINI, and run it with VLC player streaming