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I Have a Stream: Making Self-Supervised Learning Work on Continuous Video

Self-supervised video-stream pretraining fails due to intra-batch near-duplicate frames, but proposed StreamMAE with motion-biased crops matches i.i.d. MAE and scales to 95 hours.

Ivan Martinović, Lukas Knobel, Yuki Asano

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026 · ▲ 14 on Hugging Face

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AI panel: 16 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 3/5