Table 2. Comparison of model parameters... | Emerald Publishing

Table 2.

Comparison of model parameters and FLOPs

Method	Parameters (M)	FLOPs / sample (K)
PCNN (Yamaguchi and Ikehara, 2019)	20.6 (⁠ $29.42 \times$ ⁠)	–
DJDD (Gharbi et al., 2016)	36.2 (⁠ $41.2 \times$ ⁠)	249.12 (⁠ $8.41 \times$ ⁠)
NTSDCN (Wang et al., 2020)	1.2 (⁠ $72.4 \times$ ⁠)	230.08 (⁠ $7.76 \times$ ⁠)
InC (Niu et al., 2023)	1.3 (⁠ $2.6 \times$ ⁠)	249.12 (⁠ $8.41 \times$ ⁠)
GID (Movahhedrad et al., 2024)	0.7 (⁠ $1.4 \times$ ⁠)	31.94 (⁠ $1.07 \times$ ⁠)
GUSID (ours)	0.5 (⁠ $1 \times$ ⁠)	29.62 (⁠ $1 \times$ ⁠)

Method	Parameters (M)	FLOPs / sample (K)
PCNN (Yamaguchi and Ikehara, 2019)	20.6 ( $29.42 \times$ )	–
DJDD (Gharbi et al., 2016)	36.2 ( $41.2 \times$ )	249.12 ( $8.41 \times$ )
NTSDCN (Wang et al., 2020)	1.2 ( $72.4 \times$ )	230.08 ( $7.76 \times$ )
InC (Niu et al., 2023)	1.3 ( $2.6 \times$ )	249.12 ( $8.41 \times$ )
GID (Movahhedrad et al., 2024)	0.7 ( $1.4 \times$ )	31.94 ( $1.07 \times$ )
GUSID (ours)	0.5 ( $1 \times$ )	29.62 ( $1 \times$ )