Weakly-Supervised Stitching Network for Real-World Panoramic Image Generation
نویسندگان
چکیده
AbstractRecently, there has been growing attention on an end-to-end deep learning-based stitching model. However, the most challenging point in is to obtain pairs of input images with a narrow field view and ground truth wide captured from real-world scenes. To overcome this difficulty, we develop weakly-supervised learning mechanism train model without requiring genuine images. In addition, propose that takes multiple fisheye as inputs creates 360\(^{\circ }\) output image equirectangular projection format. particular, our consists color consistency corrections, warping, blending, trained by perceptual SSIM losses. The effectiveness proposed algorithm verified two datasets.KeywordsImage stitching360\(^{\circ panoramic
منابع مشابه
Panoramic Image Stitching
Faculty of Computer Science by Kai Wang Pengbo Li Panoramic image stitching is an active research topic and lots of methods was developed to achieve a nice stitched panorama under different limitation of raw pictures. For example, pictures need to be aligned properly, pictures need to has same exposure level, or pictures need to be horizontal or vertical in space. In this project, we followed t...
متن کاملPanoramic Image Stitching
This thesis investigates the panoramic image stitching problem in computer vision area. The panoramic image stitching algorithms are divided into image alignment and image stitching approaches. The former can find the correspondence relationships among images with certain degrees of overlap, while the latter takes the correspondence relationships estimated by the registration algorithm and uses...
متن کاملFast Focal Length Solution in Partial Panoramic Image Stitching
Accurate estimation of effective camera focal length is crucial to the success of panoramic image stitching. Fast techniques for estimating the focal length exist, but are dependent upon a close initial approximation or the existence of a full circle panoramic image sequence. Numerical solutions of the focal length demonstrate strong coupling between the focal length and the angles used to posi...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Lecture Notes in Computer Science
سال: 2022
ISSN: ['1611-3349', '0302-9743']
DOI: https://doi.org/10.1007/978-3-031-19787-1_4