회의.md

20220627

• CONFIG 항목 결정해오기

CONFIG = dict(
    S=7,
    B=2,
    C=20,
    seed=42,
    batch_size=4,
    epoch = 150,
    height=384,   # y
    width=384,    # x
    lambda_coord=5.,
    lambda_noobj=0.5,
    lr=1e-5,
    start_epoch=1,
    device=torch.device("mps" if torch.has_mps else "cpu"),
)

더 추가할만한 것들

• backbone model
  • ex) vit_base_patch32_384
• 학습관련
  • optimizer ex) Adam, AdamW
  • scheduler
  • earyly_stopping
• Image Augmentation
  • transform
• Fine Tuning Option
  • classifer X epoch
  • full model X epoch
• Dataset / Dataloader options
  • root_path
  • download
  • shuffle
  • train/val
• WanDB