mlsanityData to 7 Oct 2026

Gyroscope-Aided Motion Deblurring with Deep Networks

arXiv 1810.00986 ↗First posted 1 Oct 2018cs.CVcited by 15

Not on the map. Why?

Abstract (arXiv)

We propose a deblurring method that incorporates gyroscope measurements into a convolutional neural network (CNN). With the help of such measurements, it can handle extremely strong and spatially-variant motion blur. At the same time, the image data is used to overcome the limitations of gyro-based blur estimation. To train our network, we also introduce a novel way of generating realistic training data using the gyroscope. The evaluation shows a clear improvement in visual quality over the state-of-the-art while achieving real-time performance. Furthermore, the method is shown to improve the performance of existing feature detectors and descriptors against the motion blur.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Oct 2018.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 5; 2022: 1; 2023: 3; 2024: 3; 2025: 2; 2026: 1.

15 papers.

Sort:

By area:

  1. 2022Deep Image Deblurring: A Surveycited by 94
  2. 2021MC-Blur: A Comprehensive Benchmark for Image Deblurringcited by 27
  3. 2021GyroFlow: Gyroscope-Guided Unsupervised Optical Flow Learningcited by 15
  4. 2023GyroFlow+: Gyroscope-Guided Unsupervised Deep Homography and Optical Flow Learningcited by 10
  5. 2021DeepOIS: Gyroscope-Guided Deep Optical Image Stabilizer Compensationcited by 6
  6. 2021Blind Motion Deblurring Super-Resolution: When Dynamic Spatio-Temporal Learning Meets Static Image Understandingcited by 6
  7. 2024Single Image Rolling Shutter Removal with Diffusion Modelscited by 5
  8. 2023Continuous Pose for Monocular Cameras in Neural Implicit Representationcited by 4
  9. 2024Gyro-based Neural Single Image Deblurringcited by 3
  10. 2021Fast and Accurate: Video Enhancement using Sparse Depthcited by 2
  11. 2023Depth-Aware Image Compositing Model for Parallax Camera Motion Blurcited by 2
  12. 2025Blur2seq: Blind Deblurring and Camera Trajectory Estimation from a Single Camera Motion-blurred Imagecited by 1
3 more
  1. 2024Gyroscope-Assisted Motion Deblurring Networkcited by 0
  2. 2025MoTDiff: High-resolution Motion Trajectory estimation from a single blurred image using Diffusion modelscited by 0
  3. 2026RMR-P: Road Metadata-Aware Restoration for Pavement Inspectioncited by 0