Applied R&D & Innovation Partnerships
Pushing the boundaries of technology through collaborative research and groundbreaking innovation
3D Facial Animation System
Spec Legacy built an advanced deep learning system that creates 3D facial animations and lip-syncs directly from audio input. Powered by PyTorch, it uses a sequence-to-sequence model that converts mel-spectrogram audio features into blend shape coefficients for realistic facial motion. Trained on extensive paired datasets, the model accurately maps speech sounds to expressions, eliminating the need for costly motion capture. The system integrates seamlessly with Unreal Engine and Unity, making it ideal for gaming and interactive media. It delivers natural character dialogue, supports dynamic scene creation, and enhances production efficiency for dialogue-rich environments.
VR Glasses for Pilot Training
Spec Legacy developed a complete mixed-reality pilot training system, including both the MR software and custom-built hardware. This solution offers an immersive, cost-efficient alternative to traditional flight simulators for aviation schools and airlines. The application overlays realistic flight conditions—like night flying, dense fog, and turbulence—onto a virtual cockpit, while pilots use real control panels for hands-on training. This blend of virtual simulation and physical interaction builds real muscle memory and precision. The project covered every stage, from lens design and controller integration to full hardware development, ensuring a seamless and high-fidelity training experience.
Visionary Text-to-Video Generation
Visionary is an advanced AI-powered platform by Spec Legacy that turns written descriptions into lifelike videos using deep learning and computer vision. It transforms text into vivid, dynamic visuals through generative modeling, enabling effortless automated content creation. Users simply input text, and the system produces high-quality video scenes that align perfectly with the narrative. With real-time rendering and instant previews, Visionary allows quick refinements and creative flexibility. This technology redefines storytelling, marketing, and digital production by generating professional-grade videos from text in minutesreplacing complex, time-consuming traditional processes.
DysEye AI-Powered Dyslexia Detection
DysEye is a HealthTech platform by Spec Legacy that uses AI and machine learning to detect dyslexia through non-invasive reading pattern analysis. It helps with early diagnosis and personalized treatment by studying reading behavior, cognitive responses, and performance data. The system compares results with clinical benchmarks to identify early signs of dyslexia with strong accuracy. Based on this analysis, DysEye offers tailored recommendations and support strategies for each user. It also enables continuous tracking and adjustment of treatment plans, helping professionals provide timely and effective care for individuals with dyslexia.
Neuro-Adaptive User Interfaces
Spec Legacy is developing neuro-adaptive user interfaces that adjust in real time to each user’s cognitive state. Working with neuroscience research partners, the team created systems that read subtle signals such as eye movement, facial expressions, and interaction patterns to understand focus and emotional state. These interfaces automatically adapt layout, content, and complexity to match the user’s current capacity, reducing stress and improving performance. The technology supports applications in education, healthcare, and enterprise environments. Studies show it helps users complete tasks more efficiently while improving satisfaction across diverse user groups.
Quantum-Inspired Optimization Algorithms
Spec Legacy, in partnership with academic researchers, has created quantum-inspired optimization algorithms that bring quantum-level performance to classical hardware. These hybrid models combine quantum annealing concepts with traditional optimization methods to handle complex problems in logistics, finance, and supply chain management. The approach has shown major improvements in solving tasks like resource allocation, route planning, and portfolio optimization. By simulating quantum effects such as tunneling and superposition through advanced mathematics, these algorithms make hard problems solvable without quantum computers. This research connects today’s computing power with the next era of quantum technology.
