The emergence of low-cost SWIR image sensors is enabling robust AI-based solutions for machine vision and robotics. Traditional vision systems relying on visible and near-infrared (NIR) sensors face limitations in dynamic environments, struggling with variable lighting, extreme contrast, high dynamic range, and obstructions like dust and mist. These constraints hinder the effectiveness of AI-based object detection and classification.