Research Projects of S. Biswas

Explore my academic research projects and history. These are mostly official but unpublished research works that I have done during my academic career. Some of them are still in progress, and some are completed.

Feel free to explore.

List of Projects

An attention-driven video anomaly detection system combining multi-level ResNet50 embeddings with SRU++ temporal learning.

Keywords: Video anomaly detection, Vision transformer, Attention mechanism, Segmentation, Multiclass classification

Contribution: Lead contributor to model training, comparative experiments, result visualization, and ablation studies

Status: Completed

A GPT-2–based password-strength assessor that identifies predictable, weak credentials from learned password patterns.

Keywords: Password Strength, GPT-2 Model, Password Security, Perplexity Score

Contribution: Sole contributor of the research

Status: Draft

Research Projects of S. Biswas

List of Projects

Multi-layer Embedded Video Anomaly Detection Using Attention-Driven Recurrence

A Deep Learning Approach to Assess Password Strength