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Author

Suja Palaniswamy

4 papers indexed here

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Open access Sep 2026

Morphological Phenotyping of Corneal Endothelial Cells Using Elliptic Fourier Descriptors

Corneal endothelial cell morphology is clinically important to understand corneal health, and is routinely examined using specular microscopy. Traditional metrics such as endothelial cell density (ECD), coefficient of variation (CV), and hexagonality percentage provide limited morphological information and are unreliab...

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

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

Weakly supervised video anomaly detection (WSAD) aims to localise anomalous events in untrimmed videos using only video-level labels. Existing multiple instance learning (MIL) methods often suffer from poor generalisation to unseen anomaly types, unstable temporal attention, and limited adaptability when only a few lab...

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

Deep reinforcement learning is emerging as a powerful alternative to traditional inverse kinematics for controlling robotic manipulators. By learning optimal actions through interaction with the environment, it enables adaptable and precise control in complex continuous workspaces, making it suitable for dynamic manipu...

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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