Models Matter, So Does Training : An Empirical Study of CNNs for Optical Flow Estimation

We investigate two crucial and closely-related aspects of CNNs for optical flow estimation: models and training. First, we design a compact but effective CNN model, called PWC-Net, according to simple and well-established principles: pyramidal processing, warping, and cost volume processing. PWC-Net...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 42(2020), 6 vom: 24. Juni, Seite 1408-1423
1. Verfasser: Sun, Deqing (VerfasserIn)
Weitere Verfasser: Yang, Xiaodong, Liu, Ming-Yu, Kautz, Jan
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2020
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article