Search Results for author: Jiae Kim

Found 2 papers, 1 papers with code

TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded Systems

1 code implementation3 May 2024 Byungchul Chae, Jiae Kim, Seonyeong Heo

This work implements TinySeg on top of the existing tiny machine learning framework and demonstrates that TinySeg can reduce the peak memory usage of an image segmentation model by 39. 3% for tiny embedded systems.

Autonomous Navigation Image Segmentation +2

The Geometry of Nonlinear Embeddings in Kernel Discriminant Analysis

no code implementations12 May 2020 Jiae Kim, Yoonkyung Lee, Zhiyu Liang

We study the geometry of nonlinear embeddings in discriminant analysis with polynomial kernels and Gaussian kernel by identifying the population-level discriminant function that depends on the data distribution and the kernel.

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