Diagnosing and Preventing Instabilities in Recurrent Video Processing
Recurrent models are a popular choice for video enhancement tasks such as video denoising or super-resolution. In this work, we focus on their stability as dynamical systems and show that they tend to fail catastrophically at inference time on long video sequences. To address this issue, we (1) intr...
Ausführliche Beschreibung
Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 2 vom: 17. Feb., Seite 1594-1605
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| 1. Verfasser: |
Tanay, Thomas
(VerfasserIn) |
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| Weitere Verfasser: |
Sootla, Aivar,
Maggioni, Matteo,
Dokania, Puneet K,
Torr, Philip,
Leonardis, Ales,
Slabaugh, Gregory |
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| Format: | Online-Aufsatz
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| Sprache: | English |
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| Veröffentlicht: |
2023
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| Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
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| Schlagworte: | Journal Article |
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