Search Results for author: Junwoo Cho

Found 3 papers, 2 papers with code

Separable PINN: Mitigating the Curse of Dimensionality in Physics-Informed Neural Networks

no code implementations16 Nov 2022 Junwoo Cho, Seungtae Nam, Hyunmo Yang, Seok-Bae Yun, Youngjoon Hong, Eunbyung Park

SPINN operates on a per-axis basis instead of point-wise processing in conventional PINNs, decreasing the number of network forward passes.

Streamable Neural Fields

1 code implementation20 Jul 2022 Junwoo Cho, Seungtae Nam, Daniel Rho, Jong Hwan Ko, Eunbyung Park

Neural fields have emerged as a new data representation paradigm and have shown remarkable success in various signal representations.

Neural Residual Flow Fields for Efficient Video Representations

1 code implementation12 Jan 2022 Daniel Rho, Junwoo Cho, Jong Hwan Ko, Eunbyung Park

Inspired by standard video compression algorithms, we propose a neural field architecture for representing and compressing videos that deliberately removes data redundancy through the use of motion information across video frames.

Video Compression

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