Jongseong Jang

Title: **Jongseong Jang: Innovator in Convolutional Neural Networks**

Introduction

Jongseong Jang is a notable inventor based in Toronto, Canada, recognized for his contributions to the field of convolutional neural networks. With a deep understanding of artificial intelligence, Jongseong has made significant strides in generating explanation maps that enhance the interpretability of complex neural network outputs.

Latest Patents

Jongseong holds a patent for his innovative work titled "Semantic input sampling for explanation (SISE) of convolutional neural networks." This invention involves generating explanation maps through attribution-based input sampling and block-wise feature aggregation. The disclosed method provides a systematic approach to generating explanation maps for CNNs, which include obtaining an input image, selecting feature maps, generating attribution masks, and ultimately producing visualization maps that lead to clear and informative explanation maps for the outputs of the CNN.

Career Highlights

Jongseong Chose to work with prominent organizations such as LG Electronics Inc. and the University of Toronto, where he honed his skills and contributed to groundbreaking research in machine learning and artificial intelligence. His experience in these institutions has significantly influenced his innovative thinking and approach to solving complex problems.

Collaborations

Throughout his career, Jongseong has collaborated with talented individuals such as Hyunwoo Kim and YeonJeong Jeong. These professional partnerships have fostered an environment of creativity and innovation, allowing them to exchange ideas and enhance their research endeavors.

Conclusion

Jongseong Jang is an exemplary inventor whose work on convolutional neural networks is paving the way for greater understanding and applications of AI technologies. His patent for semantic input sampling demonstrates his commitment to improving the interpretability of neural networks, which is essential in various fields, including technology, healthcare, and beyond. Through his collaborations and career experiences, he continues to push the boundaries of innovation.