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H. T. Nguyen

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#generative ai Sep 2026

Generative AI-driven hybrid data augmentation for robust tomato leaf disease classification in low-data regimes

Findings indicate that Combined Data Augmentation (CDA) provides its most decisive benefit under the from-scratch configuration, rescuing the model from training collapse on both datasets.

Trung The Nguyen, Chi Le Hoang Tran, Ngoc Huynh Pham et al. · 0 citations
Jul 2026

Dual-stream framework for real/fake classification and source attribution of AI-generated images using spatial and frequency features

A specialized dual-stream framework that strategically integrates features from both spatial and frequency domains to disentangle the fingerprints of heterogeneous generators is proposed, addressing two critical tasks: binary real/fake detection and closed-set source attribution across 10 distinct generative architectures.

L. Pham, Cu Vinh Loc, Truong Nhat Tran et al. · 0 citations

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