”Phantom Genji Scrolls ”are one of the most debatable artifacts whose
painter
school is still unknown in the history of art. In this study, the authors have reached a conclusion that the Phantom Genji Scrolls would have been painted by the painters who studied Kyoto-Kano and Tosa
painter
schools but not Edo-Kano
painter
school.
As a learning data set, more than 1500 face images are extracted from well-known the Tale of Genji pictures painted from Heian (12 Century) to Edo (17 Century) periods whose
painter
schools are all established in the history of art. The face images are written in typical old painting style so called“line-eye and hook nose (hikime-kagihana)” which often represents the characteristics of the
painter
schools.
The authors not only identified the
painter
school of the Phantom Genji Scrolls but also discovered the inconsistency in Iwasa
painter
school by means of artifact-based
painter
school learning model. The t-SNE scatter plots clearly indicated that the 266 face images extracted from the Phantom Genji Scrolls were surrounded by the Kyoto- Kano
painter
school learning data sets. It should be also noted that the 266 face images were far from the learning data set of Ujinobu Kano, one of the typical Edo-Kano
painter
. Interestingly, the Phantom Genji Scrolls and Ujinobu Kano were intercepted by Mitsuyoshi Tosa, one of the typical Tosa
painter
in scatter plot. This suggests that the painters of the Phantom Genji Scrolls may have been affected by both Kyoto-Kano and Tosa
painter
schools, instead of Edo-Kano
painter
school.
As for the Iwasa
painter
school, the authors came across strange behavior that the artifacts of Katsutomo Iwasa were identified as the Tosa
painter
school, even if the validation data of Katsutomo Iwasa were all included in the learning data set of Iwasa
painter
school, mostly constituted by Katsutomo Iwasa (244 face images). After careful observation and discussion, the authors have concluded that Matabei Iwasa and Kastutomo Iwasa may be too different to be categorized into the same Iwasa
painter
school with regards to face characteristics.
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