Phocolens: Photorealistic and consistent reconstruction in lensless imaging

X Cai, Z You, H Zhang, W Liu, J Gu, T Xue - arxiv preprint arxiv …, 2024 - arxiv.org
Lensless cameras offer significant advantages in size, weight, and cost compared to
traditional lens-based systems. Without a focusing lens, lensless cameras rely on …

Image quality is not all you want: Task-driven lens design for image classification

X Yang, Q Fu, Y Nie, W Heidrich - arxiv preprint arxiv:2305.17185, 2023 - arxiv.org
In computer vision, it has long been taken for granted that high-quality images obtained
through well-designed camera lenses would lead to superior results. However, we find that …

Learned B-Spline Parametrization of Lattice Focal Coding for Monocular RGBD Imaging

J Guo, Y **ng, H Amata, Q Fu, Z Wang… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Monocular RGBD imaging, also known as simultaneous all-in-focus (AiF) imaging and
monocular depth estimation (MDE), represents a significant yet challenging task in computer …

Aberration aware feature detection and description

B Chen, J Zhou, M Li, H Xu, H Feng, Y Chen - Optics Express, 2024 - opg.optica.org
Feature detection and description are crucial for image matching, as better performance at
this stage leads to more accurate matching results, which is essential for subsequent vision …

A Differentiable Wave Optics Model for End-to-End Computational Imaging System Optimization

CJ Ho, Y Belhe, S Rotenberg, R Ramamoorthi… - arxiv preprint arxiv …, 2024 - arxiv.org
End-to-end optimization, which simultaneously optimizes optics and algorithms, has
emerged as a powerful data-driven method for computational imaging system design. This …

Towards Single-Lens Controllable Depth-of-Field Imaging via All-in-Focus Aberration Correction and Monocular Depth Estimation

X Qian, Q Jiang, Y Gao, S Gao, Z Yi, L Sun… - arxiv preprint arxiv …, 2024 - arxiv.org
Controllable Depth-of-Field (DoF) imaging commonly produces amazing visual effects
based on heavy and expensive high-end lenses. However, confronted with the increasing …

Limitations of Data-Driven Spectral Reconstruction--An Optics-Aware Analysis

Q Fu, M Souza, E Choi, S Shin, SH Baek… - arxiv preprint arxiv …, 2024 - arxiv.org
Hyperspectral imaging empowers computer vision systems with the distinct capability of
identifying materials through recording their spectral signatures. Recent efforts in data …

Self-Supervised Spatially Variant PSF Estimation for Aberration-Aware Depth-from-Defocus

Z Wu, Y Monno, M Okutomi - ICASSP 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
In this paper, we address the task of aberration-aware depth-from-defocus (DfD), which
takes account of spatially variant point spread functions (PSFs) of a real camera. To …

[PDF][PDF] IMAGE QUALITY IS NOT ALL YOU WANT: TASK-DRIVEN LENS DESIGN

X Yang, Q Fu, Y Nie, W Heidrich - 2024 - singer-yang.github.io
In computer vision, it has long been taken for granted that high-quality images obtained
through well-designed camera lenses would lead to superior results. However, we find that …