Unique Lives, Shared World: Learning from Single-Life Videos 事件

Unique Lives, Shared World: Learning from Single-Life Videos arXiv:2512.04085v2 Announce Type: replace Abstract: We introduce the "single-life" learning paradigm, where we train a distinct vision model exclusively on egocentric videos captured by one individual. We leverage the multiple viewpoints naturally captured within a single life to learn a visual encoder in a self-supervised manner. Our experiments demonstrate three key findings. First, models trained independently on different lives de