mlsanityData to 14 Oct 2026

MAEVI: Motion Aware Event-Based Video Frame Interpolation

arXiv 2303.02025 ↗First posted 3 Mar 2023eess.IV cs.CVcited by 1

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Abstract (arXiv)

Utilization of event-based cameras is expected to improve the visual quality of video frame interpolation solutions. We introduce a learning-based method to exploit moving region boundaries in a video sequence to increase the overall interpolation quality.Event cameras allow us to determine moving areas precisely; and hence, better video frame interpolation quality can be achieved by emphasizing these regions using an appropriate loss function. The results show a notable average textitPSNR improvement of 1.3 dB for the tested data sets, as well as subjectively more pleasing visual results with less ghosting and blurry artifacts.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 17 of its 20 references that are in the map. First posted on arXiv 3 Mar 2023.

Builds on

17 of 20 references.

References · 17

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2017Deformable Convolutional Networkscited by 1,488
  3. 2019Depth-Aware Video Frame Interpolationcited by 234
  4. 2017Video Frame Interpolation via Adaptive Convolutioncited by 158
  5. 2021TimeLens: Event-based Video Frame Interpolationcited by 151
  6. 2019Quadratic video interpolationcited by 145
  7. 2019AdaCoF: Adaptive Collaboration of Flows for Video Frame Interpolationcited by 134
  8. 2021XVFI: eXtreme Video Frame Interpolationcited by 126
  9. 2021Video Frame Interpolation Transformercited by 123
  10. 2020BMBC:Bilateral Motion Estimation with Bilateral Cost Volume for Video Interpolationcited by 118
  11. 2022Time Lens++: Event-based Frame Interpolation with Parametric Non-linear Flow and Multi-scale Fusioncited by 111
  12. 2020FLAVR: Flow-Agnostic Video Representations for Fast Frame Interpolationcited by 98
5 more
  1. 2018PhaseNet for Video Frame Interpolationcited by 61
  2. 2020Revisiting Adaptive Convolutions for Video Frame Interpolationcited by 32
  3. 2020An Asynchronous Kalman Filter for Hybrid Event Camerascited by 26
  4. 2021FastRIFE: Optimization of Real-Time Intermediate Flow Estimation for Video Frame Interpolationcited by 9
  5. 2022E-VFIA : Event-Based Video Frame Interpolation with Attentioncited by 4

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Citing papers per year: 2025: 1.

1 paper.

  1. 2025Event Camera Guided Visual Media Restoration & 3D Reconstruction: A Surveycited by 3