Loss Function List

회귀 타입에 쓰이는 손실함수는:

1. MSE
2. MAE
3. MSLE
4. MAPE
5. KLD
6. Poisson
7. Logcosh
8. Cosine Similarity
9. Huber

분류에 쓰이는 손실함수는:

1. Binary cross-entropy
2. Categorical cross-entropy
3. Sparse categorical cross-entropy
4. Hinge
5. Squared Hinge
6. Categorical Hinge

Segmentation에 쓰이는 손실함수:

https://www.kaggle.com/code/bigironsphere/loss-function-library-keras-pytorch/notebook#Focal-Tversky-Loss

• Dice Loss
• BCE-Dice Loss
• Jaccard/Intersection over Union (IoU) Loss
• Focal Loss
• Tversky Loss
• Focal Tversky Loss -> 가장 학습이 잘되는 함수
• Lovasz Hinge Loss
• Combo Loss