UNIEGO creates a unified egocentric encoder by using proxy models to mediate multi-teacher distillation from ego-exo, multi-modal, and foundation-model sources, with selective distillation and convex initialization, achieving SOTA on action recognition, retrieval, and segmentation.
Egocentric video- language pretraining.arXiv preprint arXiv:2206.01670, 2022
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Kaon-driven freeze-in of light dark matter at low reheating temperatures requires couplings large enough that NA62, KOTO, and KOTO II can probe the same operator.
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UNIEGO: Proxies as Mediators for Unified Egocentric Video Representation Learning
UNIEGO creates a unified egocentric encoder by using proxy models to mediate multi-teacher distillation from ego-exo, multi-modal, and foundation-model sources, with selective distillation and convex initialization, achieving SOTA on action recognition, retrieval, and segmentation.
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MobileEgo Anywhere: Open Infrastructure for long horizon egocentric data on commodity hardware
Kaon-driven freeze-in of light dark matter at low reheating temperatures requires couplings large enough that NA62, KOTO, and KOTO II can probe the same operator.