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Blinkvision: A benchmark for optical flow, scene flow and point tracking estimation using rgb frames and events

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cs.CV 1

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2026 1

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Neuromorphic Monocular Depth Estimation with Uncertainty Modeling

cs.CV · 2026-05-11 · unverdicted · novelty 4.0

Neural networks estimate depth distributions from event camera data using six input representations and three uncertainty models, with 10-bin log-normal and 5-bin evidential variants performing best on synthetic-to-real transfer.

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  • Neuromorphic Monocular Depth Estimation with Uncertainty Modeling cs.CV · 2026-05-11 · unverdicted · none · ref 7

    Neural networks estimate depth distributions from event camera data using six input representations and three uncertainty models, with 10-bin log-normal and 5-bin evidential variants performing best on synthetic-to-real transfer.