Introduces three algorithms for DIP early stopping via pseudo self-referenced images that outperform prior methods on natural and medical images under varying noise.
MH r log(T /δ) m +σ 2 log(T /δ) m # , where MH :=σsup 1≤t≤T p RH(t) +σ 2. Consequently, if ˆt∈arg min t V mask t , t ⋆ H ∈arg min t RH(t), then RH(ˆt)≤R H(t⋆ H) + 2C
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A Principled Self-Referenced Early Stopping Approach for Deep Image Prior
Introduces three algorithms for DIP early stopping via pseudo self-referenced images that outperform prior methods on natural and medical images under varying noise.