An overview of Eulerian video motion magnification methods

AM Ahmed, M Abdelrazek, S Aryal, TT Nguyen - Computers & Graphics, 2023 - Elsevier
The concept of video motion magnification has become increasingly relevant due to its
ability to detect small and invisible motions that can be of great value in a variety of …

Eulermormer: Robust eulerian motion magnification via dynamic filtering within transformer

F Wang, D Guo, K Li, M Wang - Proceedings of the AAAI Conference on …, 2024 - ojs.aaai.org
Video Motion Magnification (VMM) aims to break the resolution limit of human visual
perception capability and reveal the imperceptible minor motion that contains valuable …

Frequency decoupling for motion magnification via multi-level isomorphic architecture

F Wang, D Guo, K Li, Z Zhong… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Video Motion Magnification (VMM) aims to reveal subtle and imperceptible motion
information of objects in the macroscopic world. Prior methods directly model the motion …

Multi domain learning for motion magnification

J Singh, S Murala, G Kosuru - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Video motion magnification makes subtle invisible motions visible, such as small chest
movements while breathing, subtle vibrations in the moving objects etc. But small motions …

Lightweight network for video motion magnification

J Singh, S Murala, G Kosuru - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Video motion magnification provides information to understand the subtle changes present
in objects for applications like industrial, healthcare, sports, etc. Most state-ofthe-art (SOTA) …

Learning-based Axial Video Motion Magnification

K Byung-Ki, O Hyun-Bin, K Jun-Seong, H Ha… - European Conference on …, 2024 - Springer
Video motion magnification amplifies invisible small motions to be perceptible, which
provides humans with a spatially dense and holistic understanding of small motions in the …

KL-DNAS: Knowledge Distillation-Based Latency Aware-Differentiable Architecture Search for Video Motion Magnification

J Singh, S Murala, GSR Kosuru - IEEE Transactions on Neural …, 2024 - ieeexplore.ieee.org
Video motion magnification is the task of making subtle minute motions visible. Many times
subtle motion occurs while being invisible to the naked eye, eg, slight deformations in …

Video-based subtle vibration measurement in the presence of large motions

Z Zang, X Yang, G Zhang, S Li, J Chen - Measurement, 2025 - Elsevier
Recently, phase-based methods offer precise measurement of subtle vibrations from videos
but face challenges when dealing with moving objects. This paper introduces a novel video …

[PDF][PDF] MagFormer: Hybrid Video Motion Magnification Transformer from Eulerian and Lagrangian Perspectives.

S Gao, Y Feng, L Yang, X Liu, Z Zhu… - BMVC, 2022 - bmvc2022.mpi-inf.mpg.de
Video motion magnification methods attract much attention for their strong capability of
capturing informative subtle signals from diverse engineering scenes. There are two main …

Learning-based Axial Motion Magnification

K Byung-Ki, O Hyun-Bin, K Jun-Seong… - arXiv preprint arXiv …, 2023 - arxiv.org
Video motion magnification amplifies invisible small motions to be perceptible, which
provides humans with spatially dense and holistic understanding about small motions from …