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Video Ingestion and Preprocessing Module


Handles video input, validation, frame extraction, resizing, and normalization.

Deep Learning Face Detection Engine


Detects faces using a custom Roboflow model with configurable confidence thresholds.

Detection Annotation and Tracking Module


Annotates faces, tracks detections, and reconstructs output video.

Application Backend and Processing Pipeline


Coordinates data flow, manages files, progress, errors, and results.

User Interface and Visualization Layer


Streamlit-based interface for upload, threshold adjustment, progress monitoring, and results display.

Images

by Pavani

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