Code from [ods.ai] Dies Irae team from SIIM-ACR Pneumothorax Segmentation challenge.
Features of the solution:
- Loss: BCE + DICE. No weighing or log. Just the sum of the losses.
- Batch 2. Just because
- A mixture of Unet and Linknet with a backbone from se-resnext50, se-resnext101, SENet154
- ConvTranspose in decoder
- Final Convolution 2x2
- No image normalization at all
- Sampling in which only batches containing non-zero samples are taken
- Scheduling: 40 epoch of Adam with CosineAnnealing, 15 epoch of SGD with CyclicLR, 16 epoch of Adam with CosineAnnealing
Logs from 1st stage:
Logs from 2nd stage:
