Data Party THU

Jul 29, 2026 · Artificial Intelligence

Survey of Lifelong Visual Representations: Continual Self‑Supervised Learning (CSSL)

This survey reviews continual self‑supervised learning (CSSL) for vision models, explaining why self‑supervised objectives better resist forgetting, outlining evaluation protocols, categorizing six CSSL method families, and discussing challenges such as unified benchmarks, large‑scale models, and multimodal drift.