This advanced pipeline eliminates all visible text within DICOM images and removes or anonymizes most metadata fields, including patient identifiers, physician details, and hospital information. It is engineered for healthcare data scientists while ensuring data privacy and regulatory compliance. It seamlessly masks PHI within DICOM images, securing sensitive metadata and embedded texts, maintaining the original DICOM structure while overlaying black boxes over PHI entities and de-identifying metadata. Key Features include: Automated PHI Redaction -Integrates with hospital imaging systems to automatically obscure PHI; Secure Image Sharing - Enables safe distribution of de-identified images across healthcare facilities. Compliance and Audit Trails -Meets HIPAA standards with a traceable process for PHI removal and comprehensive audit logs. Essential for healthcare entities, this tool supports high privacy standards, enhancing medical research without compromising data quality.