Huseyin Seckin Demir

Title: Huseyin Seckin Demir: Innovating in Neural Networks and Image Processing

Introduction

Huseyin Seckin Demir is a distinguished inventor based in Ankara, Turkey. He has made significant contributions to the fields of neural networks and image processing, holding a total of two patents that reflect his innovative efforts in technology.

Latest Patents

Demir's recent patents showcase cutting-edge methods for small target detection and non-uniformity correction. The first patent, titled "Filter design for small target detection on infrared imagery using normalized-cross-correlation layer in neural networks," outlines a methodology for enhancing detection accuracy. It explains the normalization of inputs and filters in a convolutional neural network to achieve faster convergence with limited databases. This patent emphasizes defining both a forward function for training and a derivative function for back propagation during the neural network training phase.

The second patent, "Method for confident registration-based non-uniformity correction using spatio-temporal update mask," presents a scene-based non-uniformity correction approach designed to reduce fixed-pattern noise and eliminate ghosting artifacts. It includes critical steps for assessing scene details in input frames, calculating translation shifts, and employing a Gaussian mixture model for consistency in parameter updates.

Career Highlights

Huseyin Seckin Demir is currently affiliated with Aselsan Elektronik Sanayi ve Ticaret Anonim Şirketi, a leading defense and technology company in Turkey. His work at Aselsan has positioned him as a vital contributor in the field of electronics and image processing technologies, enhancing the capabilities of defense systems through innovative designs.

Collaborations

Demir has collaborated with notable coworkers, including Omer Faruk Adil and Erdem Akagunduz. Together, they have contributed to advancements in technology that bolster not only military applications but also broader uses of image processing and neural network methodologies.

Conclusion

Huseyin Seckin Demir exemplifies the spirit of innovation in Turkey's technology sector. His patents in the fields of neural networks and image processing underline the importance of continuous research and development in achieving breakthrough solutions. His contributions will undoubtedly pave the way for further advancements in technology and improve operational efficiency in various applications.