no code implementations • 16 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.
1 code implementation • 20 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.
1 code implementation • 12 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.