Architecture: Resnet-18 with two modifications.

1 channel Conv2D as the first layer.
2-way output on FC layer.

Training procedure:

Pre-trained in ImageNet.
Further training on FashionMNIST.
Final training on the task of predicting if Fashion-MNIST images are flipped vertically or not.

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