Image Denoising using Unet
Created on April 1|Last edited on April 1
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Run set
5
Best Hyperparameters:
- Channel Dimensions of Encoder/Decoder(channel=2x) : 128, 256, 512, 1024 performed better than 64, 128, 256,512 (channel=1x)
- Runs with (channel=2x) converge in 25-30 epoochs
- Training with batch size = 128 is more stable than bs= 64.
- Tried runs with two types of Residual Connections: Additive Based and standard Concatenation Based
Best Run: Run6: with hyperparameters:
- Channel Dimensions of Encoder/Decoder(channel=2x) : 128, 256, 512, 1024
- Residual Connection of Concatenation type.
- Batch Size = 128
- Epochs = 27
- Patch Size = 50, stride = 25
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