Table 9 The performance comparison of the proposed approach with state-of-the-art studies.

From: Novel hybrid transfer neural network for wheat crop growth stages recognition using field images

Reference

Year

Learning type

Approach

Accuracy (%)

16

2022

Machine learning

Markov Random Field and Spectral Similarity Measure

89

25

2022

Deep learning

SegFormer B1

89

23

2023

Deep learning

U-Net and FCN

70

24

2023

Transfer learning

ConvNets with transfer learning

93

Proposed

2024

Transfer learning

Novel MobDenNet

94