Table 11 Comparison of various features fusion techniques.

From: Enhancing artistic style classification through a novel ArtFusionNet framework

Fusion method

F1-score

Accuracy (%)

FLOPs (G)

Params (M)

Inference time (ms)

Channel-wise Modulation (CWM)3

0.986

98.4

9.2

50.9

18.0

Cross-Attention Fusion (CAF)2

0.988

98.7

11.2

58.5

23.6

Gated Fusion (GF)1

0.985

98.2

9.4

51.7

17.9

Adaptive Fusion Module (AFM)

0.991

99.0

9.7

52.4

18.5

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