Orthorectification of fisheye image under equidistant projection model

G Zhou, H Li, R Song, Q Wang, J Xu, B Song - Remote Sensing, 2022 - mdpi.com
The fisheye camera, with its large viewing angle, can acquire more spatial information in
one shot and is widely used in many fields. However, a fisheye image contains large …

Deep learning for camera calibration and beyond: A survey

K Liao, L Nie, S Huang, C Lin, J Zhang, Y Zhao… - arxiv preprint arxiv …, 2023 - arxiv.org
Camera calibration involves estimating camera parameters to infer geometric features from
captured sequences, which is crucial for computer vision and robotics. However …

Model-aware pre-training for radial distortion rectification

W Wang, H Feng, W Zhou, Z Liao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Camera lenses often suffer from optical aberrations, causing radial distortion in the captured
images. In those images, there exists a clear and general physical distortion model …

RMDC: Rotation-mask deformable convolution for object detection in top-view fisheye cameras

X Wei, Y Wei, X Lu - Neurocomputing, 2022 - Elsevier
Object detection in top-view fisheye cameras is more difficult than standard cameras. This
article summarizes the issues regarding object detection accuracy in top-view fisheye …

Innovating Real Fisheye Image Correction with Dual Diffusion Architecture

S Yang, C Lin, K Liao, Y Zhao - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Fisheye image rectification is hindered by synthetic models producing poor results for real-
world correction. To address this, we propose a Dual Diffusion Architecture (DDA) for fisheye …

DCPB: Deformable Convolution based on the Poincaré Ball for Top-view Fisheye Cameras

X Wei, Z Ran, X Lu - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
The accuracy of the visual tasks for top-view fisheye cameras is limited by the Euclidean
geometry for pose-distorted objects in images. In this paper, we demonstrate the analogy …

Self-supervised video distortion correction algorithm based on iterative optimization

Z Ren, Y Su - Pattern Recognition, 2024 - Elsevier
Wide-angle video frames typically contain more information, but they also exhibit distortion
that degrades the visual quality, especially at the edges. To eliminate this distortion from …

Rotational Convolution: Rethinking Convolution for Downside Fisheye Images

X Wei, S Su, Y Wei, X Lu - IEEE Transactions on Image …, 2023 - ieeexplore.ieee.org
It has long been recognized that the standard convolution is not rotation equivariant and
thus not appropriate for downside fisheye images which are rotationally symmetric. This …

FishFormer: Annulus slicing-based transformer for fisheye rectification with efficacy domain exploration

S Yang, C Lin, K Liao, Y Zhao - arxiv preprint arxiv:2207.01925, 2022 - arxiv.org
Numerous significant progress on fisheye image rectification has been achieved through
CNN. Nevertheless, constrained by a fixed receptive field, the global distribution and the …

Towards Better Distortion Feature Learning for Object Detection in Top-View Fisheye Cameras

P Guo, C Liu, X Hou, X Qian - IEEE Transactions on Multimedia, 2024 - ieeexplore.ieee.org
With the development of deep learning in recent years, the performance of object detection
under conventional cameras has been significantly improved. Nevertheless, due to the …