Publications

Academic papers & technical research

Research papers, journal articles, and academic conference contributions in AI, Machine Learning, and Computer Vision.

Conference Paper 01 April 2026

AI-Powered Dual-Modal System for Reputation Risk Detection in Social Media Posts

Krisanth Manikandan, P. Joyce Beryl Princess

ICTCS 2025 (Springer) | DOI: 10.1007/978-3-032-19678-1_28

Abstract

In today's digital world, harmful or offensive online information can severely impact personal and professional reputations. Traditional filtering algorithms inadequately address contextual nuances, data processing urgency, and information variety. This paper presents an innovative AI framework integrating live trend tracking, authority-based content upgrades, and dynamic tag evaluation. Using advanced natural language processing and visual content analysis, the system classifies and assesses textual and multimedia content risk levels in real time. Experimental results demonstrate improved accuracy, flexibility, and predictive capacity in identifying both immediate and long-term content-related risks.

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Journal Article October 2023

Identification Of Birds

J Jenolin Jeba, M Krisanth, M Kavya

International Journal of Novel Research and Development (IJNRD) | Volume 8, Issue 10 | ISSN: 2456-4184

Abstract

Identification of bird species is an important task in biodiversity preservation and ecosystem maintenance. The dataset of birds is collected and then we use Scale-Invariant Feature Transform (SIFT) to extract the key points and descriptors from the images. After that we create a visual vocabulary using BoVW (Bag of Visual Words). Gaussian Mixture Model is used to distribute visual words histogram for each bird. Then Stochastic Gradient Descent (SGD) is implemented to minimize the loss function. This paper uses the methods of Gaussian Mixture Model to classify the birds. This is done to make sure that the result of CNN can also be achieved by the traditional techniques of AI.

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