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A. Banu

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Open access Sep 2026

Adaptive speech-to-image translation for impaired speech using parameter-efficient ASR and diffusion-based image generation

Impaired Speech Continues to Pose Challenges for the Automatic Processing of Speech and Multimodal Interaction between Humans and Computers systems caused by distortion of articulation and involuntary repetition. Converting impaired speech into sight allows a complementary system of communicating for individuals who...

Philo Sumi, A. Banu · 0 citations
Open access 2026

ViT-FoodNA: An End-to-End Transformer-Based Multimodal Framework for Food Recognition and Nutrition Analysis

A multimodal transformer-based framework called ViT-FoodNA that integrates these tasks into one end-to-end framework and uses the self-attention mechanism to learn fine-grained intermodal dependencies, which enhances its resistance to visual ambiguity and missing ingredients in a list.

E. Anitha, A. Banu · 0 citations
Open access Aug 2026

Biometrically Anchored and Psychological States Aware Deep Learning for Enhanced Personalized Food Recommendation Systems

The VAE-based FRS (VAEFRS) system achieved optimization through its training process, which used a Conditional Tabular Generative Adversarial Network (CTGAN)-augmented training manifold to obtain full coverage of high-dimensional features while preventing overfitting issues.

E. Anitha, A. Banu · 0 citations

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