Jong-Chyi Su

Title: Innovations by Inventor Jong-Chyi Su in Human Detection and Segmentation

Introduction: Jong-Chyi Su, an innovative inventor based in Amherst, MA, has made significant contributions in the fields of human detection and image segmentation. With a total of five patents to his name, his work focuses on advanced systems and methods that leverage adversarial learning processes to enhance detection accuracy in various scenarios.

Latest Patents: Jong-Chyi Su's latest patents showcase cutting-edge technology in two distinct areas. The first patent addresses systems and methods for human detection in scenes. This innovative system aligns image-level features between a source domain and a target domain by using an adversarial learning process while training a domain discriminator. The target domain comprises humans located in various scenes, allowing for robust human detection. The system further enhances accuracy by selecting unlabeled samples from the target domain that have lower prediction scores, thereby optimizing the annotation process.

His second recent patent focuses on segmentation to determine lane markings and road signs. This system similarly employs an adversarial learning approach to align features between source and target domains, enabling effective lane marking and road sign recognition. In this system, the domain discriminator helps identify unlabeled samples that differ significantly from existing annotated samples, and again, selects those with lower prediction scores for annotation.

Career Highlights: Jong-Chyi Su has dedicated his career to the development of practical applications of artificial intelligence and machine learning. His innovative methods demonstrate a commitment to enhancing the capabilities of technology in recognizing and understanding human presence and road signs, which holds significant implications for various industries, including autonomous vehicles and smart systems.

Collaborations: At Nec Corporation, where he is currently employed, Jong-Chyi Su collaborates with talented individuals such as Yi-Hsuan Tsai and Kihyuk Sohn. Their combined expertise and shared vision for technological advancements contribute to the successful implementation of their projects and patents.

Conclusion: Jong-Chyi Su stands out as a prolific inventor whose work in human detection and segmentation represents the forefront of innovation in image processing technology. With five patents to his credit, he continues to push the boundaries of what's possible in his field, making significant strides toward safer and more efficient technological solutions.