Search Results for author: Jamie Menjay Lin

Found 7 papers, 0 papers with code

OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation

no code implementations26 Mar 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.

Data Augmentation Optical Flow Estimation

DIFT: Dynamic Iterative Field Transforms for Memory Efficient Optical Flow

no code implementations9 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.

Optical Flow Estimation

Guided Speech Enhancement Network

no code implementations13 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.

Denoising Speech Enhancement

Imposing Consistency for Optical Flow Estimation

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.

Optical Flow Estimation Self-Supervised Learning

Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge Devices

no code implementations4 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.

Neural Architecture Search Scheduling

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