Apr 26, 2023 � Our study of d�j� vu memorization reveals previously unknown privacy risks in SSL models, as well as suggests potential practical mitigation�...
Figure 1 shows that SSL models suffer from the unintended memorization of images in their training data—a phenomenon we refer to as d�j� vu memorization 1�...
Feb 22, 2024 � Our study of d�j� vu memorization reveals previously unknown privacy risks in SSL models, as well as suggests potential practical mitigation strategies.
Apr 19, 2024 � By default, the script will save checkpoints every 50 epochs to enable the evaluation of DejaVu memorization during training.
People also ask
Do SSL models have deja vu a case of unintended memorization in self-supervised learning?
What are the disadvantages of self-supervised learning?
This work shows that given the trained model and a crop of a training image containing only the background, it is possible to infer the foreground object�...
Apr 26, 2023 � Our study of d\'ej\`a vu memorization reveals previously unknown privacy risks in SSL models, as well as suggests potential practical mitigation�...
May 2, 2023 � Furthermore, we show that d�j� vu memorization is common to different SSL algorithms, is exacerbated by certain design choices, and cannot be�...
The only work which considers memorization in SSL proposes the concept of D�j`a Vu memorization (Meehan et al., 2023) and quantifies how much SSL encoders�...
Casey Meehan ; Do SSL Models Have D�j� Vu? A Case of Unintended Memorization in Self-super…vised Learning � Casey Meehan � NeurIPS 2023 11 months ago ; Do SSl�...
Do SSL Models Have D�j� Vu? A Case of Unintended Memorization in Self-supervised Learning. C Meehan, F Bordes, P Vincent, K Chaudhuri, C Guo. Advances in�...