Architecture class

• Architectural style classification
• Link

Networks (Results)

• resnet34 pretrained , adamw, mixup
  • baaaad
• resnet34 not pretrained , adamw + wd
  • 86.1% but overfitting
• resnet34 not pretrained , adamw + wd +mixup
  • overfitting to some other level only
• xresnet34 not pretrained , adamw + wd
  • overfitting ):
  • 91%
• xresnet34 not pretrained , adamw + wd+mixup
  • underfitting ):
• resnet50 pretrained , adamw + wd+oversampling
  • not particularly great tbh
• efficientnet
  • this the bomb

Conclusion

- xresnet is beauty
- Bruh efficient net
- DONT FORGET TO CHECK CLASS DISTRIBUTION!!