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Multi-object tracking system for retail environments using YOLOv12, BoT-SORT, and homography-based cross-camera re-identification. Features post-processing heuristics and spatiotemporal matching for robust visitor trajectory generation.

📃 Research In Software Engineering

Zeth protocol specifications

A novel two-stage ASR system that achieves state-of-the-art accuracy for Urdu speech recognition by leveraging confidence-weighted ensemble methods & instruction-guided LLM correction. CORAL combines multiple pre-trained ASR models with black-box language model refinement to significantly reduce Word Error Rate without requiring model fine-tuning.

AIΩN – Holographic boundary–encoded computation with information-complete provenance.

Research & Development Document developed for an e-mobility system in the context of the course "Software Engineering 2" at PoliMi (AY2022/23)