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SyncWISE: Window Induced Shift Estimation for Synchronization ofVideo and Accelerometry from ...

Talkat UbiComp / ISWC 2020 · 2020-09-12..09-17· [computer-vision, machine-learning]
name:Yun Zhang
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name:Miao Liu
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Presents a concrete algorithm called SyncWISE that aligns wearable camera video and wrist accelerometer streams by estimating window-induced time shifts, implemented and evaluated on 163 videos totaling 45.2 hours from 21 participants. Reports 91% accuracy for synchronization within 700 milliseconds tolerance, outperforms prior methods even with high data loss, and reproduces state-of-the-art results on the CMU-MMAC dataset, with implementation details and validation numbers included.

AI-written summary · about

  1. 0:00Intro
  2. 0:22Time Synchronization Between Video and Accelerometry
  3. 0:46Sense2Stop: In-the-wild Smoking Cessation Study
  4. 1:13Data Screening and Annotation
  5. 1:34Key Challenges
  6. 2:11Data Preprocessing - Chest-worn Accelerometer
  7. 2:28Data Preprocessing - Video
  8. 2:53Method Overview
  9. 3:08Approach
  10. 3:58Experiments - Synthetic Sense2Stop-Sync
  11. 4:26Experiments - Original Sense2Stop-Sync
  12. 4:53Experiments - CMU-MMAC
  13. 5:14Discussion
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