Table 6 Ablation experiment results ( the ArtBench-10 test set).

From: Fine art image classification and design methods integrating lightweight deep learning

Model variants

Top-1 accuracy (%)

F1 score (%)

Inference latency (ms)

The complete model

85.2

84.8

12.3

w/o DCSAM

83.1

82.7

11.8

w/o CSFT

82.5

82.0

12.0

Base MTH

81.7

81.2

10.5