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Joint image filtering with deep convolutional networks.IEEE Transactions on Pattern Analysis and Machine Intelligence, 41(8):1909–1923

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DegBins: Degradation-Driven Binning for Depth Super-Resolution

cs.CV · 2026-05-10 · unverdicted · novelty 6.0

DegBins uses degradation-driven binning and multi-stage refinement to turn residual depth regression into a more flexible hybrid classification-regression problem that outperforms prior depth super-resolution methods on five benchmarks.

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  • DegBins: Degradation-Driven Binning for Depth Super-Resolution cs.CV · 2026-05-10 · unverdicted · none · ref 17

    DegBins uses degradation-driven binning and multi-stage refinement to turn residual depth regression into a more flexible hybrid classification-regression problem that outperforms prior depth super-resolution methods on five benchmarks.