no code implementations • 11 Apr 2024 • Jamie Menjay Lin, Jisoo Jeong, Hong Cai, Risheek Garrepalli, Kai Wang, Fatih Porikli
Optical flow estimation is crucial to a variety of vision tasks.
no code implementations • CVPR 2024 • Jisoo Jeong, Hong Cai, Risheek Garrepalli, Jamie Menjay Lin, Munawar Hayat, Fatih Porikli
We propose OCAI, a method that supports robust frame interpolation by generating intermediate video frames alongside optical flows in between.
no code implementations • 9 Jun 2023 • Risheek Garrepalli, Jisoo Jeong, Rajeswaran C Ravindran, Jamie Menjay Lin, Fatih Porikli
Also, we present a novel dynamic coarse-to-fine cost volume processing during various stages of refinement to avoid multiple levels of cost volumes.
no code implementations • 13 Mar 2023 • Yang Yang, Shao-Fu Shih, Hakan Erdogan, Jamie Menjay Lin, Chehung Lee, Yunpeng Li, George Sung, Matthias Grundmann
Multi-microphone speech enhancement problem is often decomposed into two decoupled steps: a beamformer that provides spatial filtering and a single-channel speech enhancement model that cleans up the beamformer output.
no code implementations • 24 Aug 2022 • Jamie Menjay Lin, Siargey Pisarchyk, Juhyun Lee, David Tian, Tingbo Hou, Karthik Raveendran, Raman Sarokin, George Sung, Trent Tolley, Matthias Grundmann
We introduce an efficient video segmentation system for resource-limited edge devices leveraging heterogeneous compute.
no code implementations • CVPR 2022 • Jisoo Jeong, Jamie Menjay Lin, Fatih Porikli, Nojun Kwak
Imposing consistency through proxy tasks has been shown to enhance data-driven learning and enable self-supervision in various tasks.
no code implementations • 4 Mar 2020 • Byung Hoon Ahn, Jinwon Lee, Jamie Menjay Lin, Hsin-Pai Cheng, Jilei Hou, Hadi Esmaeilzadeh
To address this standing issue, we present a memory-aware compiler, dubbed SERENITY, that utilizes dynamic programming to find a sequence that finds a schedule with optimal memory footprint.