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Author

Suja Palaniswamy

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Open access Sep 2026

Morphological Phenotyping of Corneal Endothelial Cells Using Elliptic Fourier Descriptors

An automated phenotyping framework using Elliptic Fourier Descriptors, Zernike moments, and geometric features combined with unsupervised K-Means clustering for endothelial cell classification can support real world analysis of corneal endothelial cell phenotypes when combined with clinical expertise of researchers and...

A. Doke, Suja Palaniswamy · 0 citations
Open access Aug 2026

Meta-learning guided weakly supervised video anomaly detection with dual memory and temporal attention

A meta-learning framework that combines Model-Agnostic Meta-Learning (MAML) with a dual-memory, transformer-based architecture and a dual memory backbone is proposed, providing a useful proof of concept where MAML has been shown to learn generalized anomaly and non-anomaly representations with a transformer based archi...

Shradha Mahadev Naik, Suja Palaniswamy, Nicola Conci · 0 citations
Review Open access Jul 2026

Manipulator Control Using DRL: Sim-to-Real Validation on a 3-DoF Arm

The effectiveness of the proposed actor–critic deep reinforcement learning framework for accurate and reliable manipulator control with reduced model complexity and improved real-world applicability is confirmed.

Shivkumar Sankaralingam, Nippun Kumaar Arulmani Angamuthu, Suja Palaniswamy · 0 citations
Conference Jul 2026

A Hybrid Machine Learning and Reinforcement Learning Framework for Adaptive Inventory Control

To accomplish better inventory management, a hybrid framework was created, which integrates Machine Learning (ML) and Reinforcement Learning (RL). A Temporal Fusion Transformer (TFT), trained using two years of retail data which included sales, pricing, promotions, weather conditions, and seasonal variations across var...

John Mohan, Suja Palaniswamy · 0 citations

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