Nitesh Kumar Shah

Designed and benchmarked transformer-based architectures (Swin-UNet, MISSFormer, SSTrans-Net) for document layout analysis; conducted systematic ablation studies on architectural components. Built end-to-end patch-based inference pipeline for high-resolution document images with confidence and uncertainty visualisation. Applied AdamW optimisation with reduce-on-plateau scheduling; evaluated models with loU, F1-score, Precision, and Recall across two benchmark datasets.