Index
Metric Learning / Distance Learning
- Metric Learning / Distance Learning #まとめ編 #00
ここでは、特に Regularization / 正則化 について、記す.
- Regularization / 正則化
Regularization / 正則化
L2 Norm / Lp Norm
データ点間の距離の大きさに応じて、損失にペナルティを与える.
Regular Face / 2019
- RegularFace: Deep Face Recognition via Exclusive Regularization
Sparse Centers Regularization / 2019
Soft Triplet Loss などに導入されている.
- Soft Triplet Loss
Zero Mean Regularization / 2019
SNR Contrastive Loss などに導入されている.
- SNR Contrastive Loss
Direction Regularization / 2020
- Moving in the Right Direction: A Regularization for Deep Metric Learning
- [2020]
- 3 Direction Regularized Metric Learning
- 3.2 Direction Regularization
- https://openaccess.thecvf.com/content_CVPR_2020/papers/Mohan_Moving_in_the_Right_Direction_A_Regularization_for_Deep_Metric_CVPR_2020_paper.pdf
参考
- Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey
- [2022]
- 3 Spectral Metric Learning
- 3.1. Spectral Methods Using Scatters
- 3.1.7 REGULARIZATION BY LOCALLY LINEAR EMBEDDING
- 3.6 Kernel Spectral Metric Learning
- 3.6.3 REGULARIZATION BY LAPLACIA
- 3.1. Spectral Methods Using Scatters
- arxiv.org
