Hyperspectral imaging (HSI) integrates spatial and spectral analysis for nondestructive food quality monitoring. While the integration of artificial intelligence (AI) has significantly advanced HSI analytics, prior reviews have predominantly focused on static, postharvest quality grading. This leaves a critical gap r...
Xiao-Wei Huang, Bao-Ze Liu, Xiao-Dong Zhai et al.· Journal of food process engi...· 0 citations
This review systematically compares CNNs, RNNs/LSTMs, Transformers, GNNs, GANs, and hybrid architectures, as well as transfer learning, self-supervised learning, contrastive learning, few-shot learning, lightweight networks, edge computing, and multimodal fusion.
Wei-Hao Wang, Zhi-Dan Jiang, Si-Si Yang et al.· Foods· 0 citations
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