Outlier

• [x] Outlier를 제거해서 학습시켜보기

  • [outlier]Delete_V1 → val1.csv는 건드리지 않고 train1.csv에 있는 outlier만 삭제

  Image Names	Outlier	train1.csv / val1.csv	train2.csv / val2.csv	train3.csv / val3.csv	train4.csv / val4.csv	train5.csv / val5.csv
  ID363/image1664935962797.png	Ring	val1.csv	train1.csv	train1.csv	train1.csv	train1.csv
  ID375/image1665452681174.png	Blur	train1.csv	train1.csv	train1.csv	train1.csv	val1.csv
  ID073/image1661736368856.png	Nail Art	train1.csv	train1.csv	train1.csv	val1.csv	train1.csv
  ID387/image1665536734529.png	Nail Art	train1.csv	train1.csv	train1.csv	train1.csv	val1.csv
  ID387/image1665536751182.png	Nail Art	train1.csv	train1.csv	train1.csv	train1.csv	val1.csv
  ID430/image1666059865789.png	Needle	train1.csv	train1.csv	val1.csv	train1.csv	train1.csv
  ID430/image1666059889440.png	Needle	train1.csv	train1.csv	val1.csv	train1.csv	train1.csv
  ID487/image1666661955150.png	Auxiliary Equipment	train1.csv	train1.csv	train1.csv	train1.csv	val1.csv
  ID506/image1666747096906.png	Bending	train1.csv	train1.csv	train1.csv	val1.csv	train1.csv
  ID523/image1667178735444.png	Nail Art	val1.csv	train1.csv	train1.csv	train1.csv	train1.csv
  ID523/image1667178762956.png	Nail Art	val1.csv	train1.csv	train1.csv	train1.csv	train1.csv
  ID543/image1667266674012.png	Nail Art	val1.csv	train1.csv	train1.csv	train1.csv	train1.csv
  ID543/image1667266700981.png	Nail Art	val1.csv	train1.csv	train1.csv	train1.csv	train1.csv

Outlier 찾기

Training Dataset

• train1.csv → ID363 (Ring)
• train1.csv → image1661736368856 (Nail Art)
• train1.csv → image1665536734529 (Nail Art)
• train1.csv → ID430 (Nail Art)
• train1.csv → ID487 (Auxiliary Equipment)
• train1.csv → ID506 (Bending)
• val1.csv → ID523 (Nail Art)
• va1.csv → ID543 (Nail Art)

Test Dataset

• test.csv → ID152 (Nail)
• test.csv → ID273 (Nail Art)