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Spring: A high-resolution high- detail dataset and benchmark for scene flow, optical flow and stereo

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cs.CV 1

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2026 1

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UNVERDICTED 1

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U$^{2}$Flow: Uncertainty-Aware Unsupervised Optical Flow Estimation

cs.CV · 2026-04-11 · unverdicted · novelty 6.0

U²Flow jointly estimates optical flow and uncertainty in an unsupervised recurrent setup by deriving uncertainty from augmentation consistency via Laplace maximum likelihood, then using it to refine flow and modulate smoothness.

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  • U$^{2}$Flow: Uncertainty-Aware Unsupervised Optical Flow Estimation cs.CV · 2026-04-11 · unverdicted · none · ref 33

    U²Flow jointly estimates optical flow and uncertainty in an unsupervised recurrent setup by deriving uncertainty from augmentation consistency via Laplace maximum likelihood, then using it to refine flow and modulate smoothness.