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Motion Magnification

Motion magnification is a technique that acts like a microscope for visual motion. It can amplify subtle motions in a video sequence, allowing for visualization of deformations that would otherwise be invisible. To achieve motion magnification, we need to accurately measure visual motions, and group the pixels to be modified.

There are different approaches to motion magnification, such as Lagrangian and Eulerian methods. Lagrangian methods track the trajectories of moving objects and exaggerate them, while Eulerian methods manipulate the motions at fixed positions. Eulerian methods can be further divided into linear and phase-based methods. Linear methods apply a temporal bandpass filter to boost the linear term of a Taylor series expansion of the displacement function, while phase-based methods use complex wavelet transforms to manipulate the phase of the signal.

Motion magnification has various applications, such as measuring the human pulse, visualizing the heat plume of candles, revealing the oscillations of a wine glass, and detecting structural defects.

Papers

Showing 138 of 38 papers

TitleStatusHype
Through a Steerable Lens: Magnifying Neural Network Interpretability via Phase-Based Extrapolation0
AMMSM: Adaptive Motion Magnification and Sparse Mamba for Micro-Expression Recognition0
Image Processing for Motion Magnification0
Non-Invasive Qualitative Vibration Analysis using Event Camera0
Three-Stream Temporal-Shift Attention Network Based on Self-Knowledge Distillation for Micro-Expression RecognitionCode1
SpikeMM: Flexi-Magnification of High-Speed Micro-Motions0
Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic ArchitectureCode2
Revisiting Learning-based Video Motion Magnification for Real-time Processing0
Event-Based Motion MagnificationCode2
Learning-based Axial Video Motion Magnification0
EulerMormer: Robust Eulerian Motion Magnification via Dynamic Filtering within TransformerCode1
Self-Supervised Motion Magnification by Backpropagating Through Optical Flow0
3D Motion Magnification: Visualizing Subtle Motions with Time Varying Radiance Fields0
Motion Magnification in Robotic Sonography: Enabling Pulsation-Aware Artery SegmentationCode0
Deformation Monitoring of Tunnel using Phase-based Motion Magnification and Optical Flow0
STB-VMM: Swin Transformer Based Video Motion MagnificationCode1
3D Motion Magnification: Visualizing Subtle Motions from Time-Varying Radiance Fields0
Multi Domain Learning for Motion MagnificationCode0
How Do Deepfakes Move? Motion Magnification for Deepfake Source Detection0
Eulerian Phase-based Motion Magnification for High-Fidelity Vital Sign Estimation with Radar in Clinical Settings0
Motion Magnification Algorithms for Video-Based Breathing Monitoring0
Lagrangian Motion Magnification with Double Sparse Optical Flow DecompositionCode0
Motion-Adjustable Neural Implicit Video Representation0
FLAVR: Flow-Agnostic Video Representations for Fast Frame InterpolationCode1
Surgical Video Motion Magnification with Suppression of Instrument Artefacts0
Little Motion, Big Results: Using Motion Magnification to Reveal Subtle Tremors in Infants0
Unsupervised Magnification of Posture Deviations Across Subjects0
Autonomous Apex Detection and Micro-Expression Recognition using Proposed Diagonal Planes0
A Boost in Revealing Subtle Facial Expressions: A Consolidated Eulerian Framework0
Enhance the Motion Cues for Face Anti-Spoofing using CNN-LSTM Architecture0
Alzheimer's Disease Diagnosis Based on Cognitive Methods in Virtual Environments and Emotions Analysis0
Using phase instead of optical flow for action recognitionCode0
DeepMag: Source Specific Motion Magnification Using Gradient Ascent0
Higher Order of Motion Magnification for Vessel Localisation in Surgical Video0
Learning-based Video Motion MagnificationCode1
Vibration-Based Damage Detection in Wind Turbine Blades using Phase-Based Motion Estimation and Motion Magnification0
Multi-point Vibration Measurement for Mode Identification of Bridge Structures using Video-based Motion Magnification0
Video Acceleration MagnificationCode0
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