mlsanityData to 14 Oct 2026

VibES: Induced Vibration for Persistent Event-Based Sensing

arXiv 2508.19094 ↗First posted 26 Aug 2025cs.CV cs.ROcited by 1

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Abstract (arXiv)

Event cameras are a bio-inspired class of sensors that asynchronously measure per-pixel intensity changes. Under fixed illumination conditions in static or low-motion scenes, rigidly mounted event cameras are unable to generate any events and become unsuitable for most computer vision tasks. To address this limitation, recent work has investigated motion-induced event stimulation, which often requires complex hardware or additional optical components. In contrast, we introduce a lightweight approach to sustain persistent event generation by employing a simple rotating unbalanced mass to induce periodic vibrational motion. This is combined with a motion-compensation pipeline that removes the injected motion and yields clean, motion-corrected events for downstream perception tasks. We develop a hardware prototype to demonstrate our approach and evaluate it on real-world datasets. Our method reliably recovers motion parameters and improves both image reconstruction and edge detection compared to event-based sensing without motion induction.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 18 of its 53 references that are in the map. First posted on arXiv 26 Aug 2025.

Builds on

18 of 53 references.

References · 18

  1. 2019Event-based Vision: A Surveycited by 1,016
  2. 2019High Speed and High Dynamic Range Video with an Event Cameracited by 345
  3. 2015Converting Static Image Datasets to Spiking Neuromorphic Datasets Using Saccadescited by 314
  4. 2019Events-to-Video: Bringing Modern Computer Vision to Event Camerascited by 193
  5. 2018A Unifying Contrast Maximization Framework for Event Cameras, with Applications to Motion, Depth, and Optical Flow Estimationcited by 178
  6. 2017Ultimate SLAM? Combining Events, Images, and IMU for Robust Visual SLAM in HDR and High Speed Scenarioscited by 150
  7. 2018Bringing a Blurry Frame Alive at High Frame-Rate with an Event Cameracited by 141
  8. 2018Asynchronous, Photometric Feature Tracking using Events and Framescited by 118
  9. 2020Learning Event-Based Motion Deblurringcited by 81
  10. 2019EventCap: Monocular 3D Capture of High-Speed Human Motions using an Event Cameracited by 65
  11. 2024OpenESS: Event-based Semantic Scene Understanding with Open Vocabulariescited by 38
  12. 2020v2e: From Video Frames to Realistic DVS Eventscited by 24
6 more
  1. 2024Microsaccade-inspired Event Camera for Roboticscited by 17
  2. 2022Frequency Cam: Imaging Periodic Signals in Real-Timecited by 14
  3. 2025Wandering around: A bioinspired approach to visual attention through object motion sensitivitycited by 5
  4. 2024Event Ellipsometer: Event-based Mueller-Matrix Video Imagingcited by 4
  5. 2024Non-Invasive Qualitative Vibration Analysis using Event Cameracited by 2
  6. 2025Event-based Star Tracking under Spacecraft Jitter: the e-STURT Datasetcited by 2

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Citing papers per year: 2026: 1.

1 paper.