[HTML][HTML] Deep learning on image stitching with multi-viewpoint images: A survey

N Yan, Y Mei, L Xu, H Yu, B Sun, Z Wang… - Neural Processing …, 2023 - Springer
Multi-viewpoint image stitching aims to stitch images taken from different viewpoints into
pictures with a broader field of view. The stitched images are subject to artifacts, geometric …

Parallax-tolerant unsupervised deep image stitching

L Nie, C Lin, K Liao, S Liu… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Traditional image stitching approaches tend to leverage increasingly complex geometric
features (point, line, edge, etc.) for better performance. However, these hand-crafted features …

Deep rectangling for image stitching: A learning baseline

L Nie, C Lin, K Liao, S Liu… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Stitched images provide a wide field-of-view (FoV) but suffer from unpleasant irregular
boundaries. To deal with this problem, existing image rectangling methods devote to …

Depth-aware multi-grid deep homography estimation with contextual correlation

L Nie, C Lin, K Liao, S Liu… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Homography estimation is an important task in computer vision applications, such as image
stitching, video stabilization, and camera calibration. Traditional homography estimation …

Towards all weather and unobstructed multi-spectral image stitching: Algorithm and benchmark

Z Jiang, Z Zhang, X Fan, R Liu - Proceedings of the 30th ACM …, 2022 - dl.acm.org
Image stitching is a fundamental task that requires multiple images from different viewpoints
to generate a wide field-of-viewing~(FOV) scene. Previous methods are developed on RGB …

Image stitching techniques applied to plane or 3-D models: a review

M Fu, H Liang, C Zhu, Z Dong, R Sun… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Image stitching is a technique in which multiple overlapping images of the scene are
stitched together to generate an image with a wide view and high resolution. Image stitching …

Stitched wide field of view light field image quality assessment: Benchmark database and objective metric

Y Cui, G Jiang, M Yu, Y Chen… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Due to the limitation of commercial light field camera hardware devices, the imaging field of
view is quite narrow. Numerous Light Field Image (LFI) stitching algorithms have been …

A comparative analysis of feature detectors and descriptors for image stitching

SK Sharma, K Jain, AK Shukla - Applied Sciences, 2023 - mdpi.com
Image stitching is a technique that is often employed in image processing and computer
vision applications. The feature points in an image provide a significant amount of key …

Learning pixel-wise alignment for unsupervised image stitching

Q Jia, X Feng, Y Liu, X Fan, LJ Latecki - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Image stitching aims to align a pair of images in the same view. Generating precise
alignment with natural structures is challenging for image stitching, as there is no wider field …

Weakly-supervised stitching network for real-world panoramic image generation

DY Song, G Lee, HK Lee, GM Um, D Cho - European Conference on …, 2022 - Springer
Recently, there has been growing attention on an end-to-end deep learning-based stitching
model. However, the most challenging point in deep learning-based stitching is to obtain …