{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/gyroscope-aided-motion-deblurring-with-deep","title":"Gyroscope-Aided Motion Deblurring with Deep Networks","arxiv_id":"1810.00986","date":"2018-10-01","proceeding":null,"authors":["Janne Mustaniemi","Juho Kannala","Simo Särkkä","Jiri Matas","Janne Heikkilä"],"abstract":"We propose a deblurring method that incorporates gyroscope measurements into\na convolutional neural network (CNN). With the help of such measurements, it\ncan handle extremely strong and spatially-variant motion blur. At the same\ntime, the image data is used to overcome the limitations of gyro-based blur\nestimation. To train our network, we also introduce a novel way of generating\nrealistic training data using the gyroscope. The evaluation shows a clear\nimprovement in visual quality over the state-of-the-art while achieving\nreal-time performance. Furthermore, the method is shown to improve the\nperformance of existing feature detectors and descriptors against the motion\nblur.","url_abs":"http://arxiv.org/abs/1810.00986v2","url_pdf":"http://arxiv.org/pdf/1810.00986v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"gyroscope-aided-motion-deblurring-with-deep","repo_url":"https://github.com/JngmnLee/DeepGyro-PyTorch_Implementation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"gyroscope-aided-motion-deblurring-with-deep","repo_url":"https://github.com/jannemus/DeepGyro","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"deblurring","task_name":"Deblurring"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1810.00986","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}