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Piyush Kaushik Bhattacharyya

2 papers indexed

arxivcs.CVcs.LG2026-07-12

End-to-End Real-Time Drone-Based Person Detection Framework Using Deep Learning

Payel Sarmah, Ayush Ranjan, Piyush Kaushik Bhattacharyya, Anil Kr. Shaw, Pradip Kr. Das

In recent years, Unmanned Aerial Vehicles (UAVs) or drones have gained rapid response in terms of security, search and rescue (SAR), border surveillance, etc. Existing monitoring frameworks often struggle to maintain detection consistency when targets undergo significant scale va…

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arxivcs.LG2026-07-12

AutoNorm: Understanding Adaptive Normalization in Transformers through Differentiable Gating

Piyush Kaushik Bhattacharyya, Divyanshu Rai, Swastik Singh, Kumar Aakash, Ayush Ranjan, Krutika Verma

Normalization is a critical component for stabilizing Transformer training, yet the choice between static strategies such as Layer Normalization (LN) and adaptive alternatives remains largely task-dependent. In this paper, we investigate a key optimization challenge in differenti…

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