Keras Neural Networks and Fabrik
Keras Neural Networks and Fabrik
 |
| A screenshot of Fabrik |
I tried to import several keras neural networks to Fabrik, and this is the result:
These are the models I successfully imported:
And these are some models I had troubles with:
| Model Link | Successfully Generated the JSON Model? | Problem | Error Message |
|---|---|---|---|
| https://github.com/ykamikawa/SegNet | Yes | Error when importing | ValueError: Unknown layer: MaxPoolingWithArgmax2D |
| https://github.com/zhixuhao/unet | Yes | Error when exporting | ValueError: `Concatenate` layer requires inputs with matching shapes except for the concat axis. Got inputs shapes: [(None, 64, 64, 512), (None, 63, 63, 512)] |
| https://github.com/yihui-he/u-net | Yes | Error when exporting | ValueError: `Concatenate` layer requires inputs with matching shapes except for the concat axis. Got inputs shapes: [(None, -1, 19, 256), (None, 0, 20, 256)] |
| https://github.com/aitorzip/Keras-ICNet | Yes | Error when importing | ValueError: bad marshal data (unknown type code) |
| https://github.com/preddy5/segnet | Yes | Error when importing | Cannot import layer of Layer type |
| https://github.com/k3nt0w/FCN_via_keras/ | No | ValueError: The input must have 3 channels; got `input_shape=(3, 224, 224)` | |
| https://github.com/0bserver07/Keras-SegNet-Basic | No | ValueError: total size of new array must be unchanged |