Measuring Human Perception to Improve Handwritten Document Transcription

In this paper, we consider how to incorporate psychophysical measurements of human visual perception into the loss function of a deep neural network being trained for a recognition task, under the assumption that such information can reduce errors. As a case study to assess the viability of this app...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 10 vom: 25. Okt., Seite 6594-6601
1. Verfasser: Grieggs, Samuel (VerfasserIn)
Weitere Verfasser: Shen, Bingyu, Rauch, Greta, Li, Pei, Ma, Jiaqi, Chiang, David, Price, Brian, Scheirer, Walter J
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2022
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, Non-U.S. Gov't