Quantifying and Learning Static vs. Dynamic Information in Deep Spatiotemporal Networks

There is limited understanding of the information captured by deep spatiotemporal models in their intermediate representations. For example, while evidence suggests that action recognition algorithms are heavily influenced by visual appearance in single frames, no quantitative methodology exists for...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 1 vom: 01. Jan., Seite 190-205
1. Verfasser: Kowal, Matthew (VerfasserIn)
Weitere Verfasser: Siam, Mennatullah, Islam, Md Amirul, Bruce, Neil D B, Wildes, Richard P, Derpanis, Konstantinos G
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article