Review
Jul 2026
Lifelong Representations: A Survey on Continual Self-Supervised Learning for Vision Models
This work presents a comprehensive survey of CSSL for vision, with connections to emerging vision-language settings and argues that advancing CSSL requires moving beyond small-scale benchmarks towards continual pre-training paradigms for large-scale systems.
Sergi Masip Cabeza, Alicja Dobrzeniecka, Jonathan Swinnen et al.
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