Generative AI for Surveillance and Recognition Systems (GAINS)

Ombra presents Generative AI for Surveillance and Recognition Systems (GAINS), a proposal to leverage advanced Generative AI—specifically Generative Adversarial Networks (GANs)—to overcome the limitations of long-range facial recognition systems utilized in Department of Defense (DoD) operations. Facial images captured at long distances often suffer from low resolution, poor quality, and degraded biometric features, significantly impacting recognition accuracy and operational reliability. Our approach centers on applying super-resolution techniques to enhance these images through advanced GAN architectures, specifically designed to upscale resolution, recover fine details, and optimize image quality for biometric use. The solution involves a two-stage GAN framework: the generator network will upscale low-quality images while recovering biometric-critical details, and the discriminator network will validate image realism and consistency with biometric standards. This AI-driven post-processing method will seamlessly integrate into existing DoD biometric systems, offering a cost-effective way to improve performance without requiring significant hardware upgrades. By ensuring that facial recognition systems can operate effectively even with low-quality inputs, this proposal addresses a critical gap in operational effectiveness and security. Ombra's approach also emphasizes scalability and adaptability. The proposed system will be modular, allowing it to evolve with future advancements in AI and to address emerging threats such as adversarial attacks on biometric systems. Additionally, the GAN models will be optimized for real-time processing on edge devices, ensuring low latency and field operability in mission-critical environments. With a robust training regimen that includes diverse datasets mimicking real?world scenarios, the solution will be validated to meet stringent accuracy and reliability benchmarks. Ombra's expertise in AI and biometric technologies, as demonstrated in past projects like Face1st, a Presentation Attack Detection and Deep Fake Detection solution, positions Ombra to deliver a transformative capability that directly enhances DoD operations and national security.