Table 4 Overview of model deployment techniques and their respective mAP values.

From: An effective microscopic image augmentation approach

Model

MIR-NULL

MIR

MIR+DDPM

MIR+MIAA-FSL

MIR_n

MIR_n+MIAA-FSL

Preprocessing

\(\times\)

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

Diffusion model

\(\times\)

\(\times\)

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)

CGMIGM

\(\times\)

\(\times\)

\(\times\)

\(\checkmark\)

\(\times\)

\(\checkmark\)

SSLDAM

\(\times\)

\(\times\)

\(\times\)

\(\checkmark\)

\(\times\)

\(\checkmark\)

mAP (%)

30.32

43.88

60.04

82.50

60.00

93.75