Search Results for author: Shaohua Gao

Found 7 papers, 4 papers with code

Design, analysis, and manufacturing of a glass-plastic hybrid minimalist aspheric panoramic annular lens

no code implementations5 May 2024 Shaohua Gao, Qi Jiang, Yiqi Liao, Yi Qiu, Wanglei Ying, Kailun Yang, Kaiwei Wang, Benhao Zhang, Jian Bai

We propose a high-performance glass-plastic hybrid minimalist aspheric panoramic annular lens (ASPAL) to solve several major limitations of the traditional panoramic annular lens (PAL), such as large size, high weight, and complex system.

Global Search Optics: Automatically Exploring Optimal Solutions to Compact Computational Imaging Systems

no code implementations30 Apr 2024 Yao Gao, Qi Jiang, Shaohua Gao, Lei Sun, Kailun Yang, Kaiwei Wang

In this work, we present Global Search Optics (GSO) to automatically design compact computational imaging systems through two parts: (i) Fused Optimization Method for Automatic Optical Design (OptiFusion), which searches for diverse initial optical systems under certain design specifications; and (ii) Efficient Physic-aware Joint Optimization (EPJO), which conducts parallel joint optimization of initial optical systems and image reconstruction networks with the consideration of physical constraints, culminating in the selection of the optimal solution.

Image Reconstruction

Real-World Computational Aberration Correction via Quantized Domain-Mixing Representation

1 code implementation15 Mar 2024 Qi Jiang, Zhonghua Yi, Shaohua Gao, Yao Gao, Xiaolong Qian, Hao Shi, Lei Sun, Zhijie Xu, Kailun Yang, Kaiwei Wang

Relying on paired synthetic data, existing learning-based Computational Aberration Correction (CAC) methods are confronted with the intricate and multifaceted synthetic-to-real domain gap, which leads to suboptimal performance in real-world applications.

Unsupervised Domain Adaptation

Minimalist and High-Quality Panoramic Imaging with PSF-aware Transformers

1 code implementation22 Jun 2023 Qi Jiang, Shaohua Gao, Yao Gao, Kailun Yang, Zhonghua Yi, Hao Shi, Lei Sun, Kaiwei Wang

In this paper, we propose a Panoramic Computational Imaging Engine (PCIE) to address minimalist and high-quality panoramic imaging.

Super-Resolution

Computational Imaging for Machine Perception: Transferring Semantic Segmentation beyond Aberrations

1 code implementation21 Nov 2022 Qi Jiang, Hao Shi, Shaohua Gao, Jiaming Zhang, Kailun Yang, Lei Sun, Huajian Ni, Kaiwei Wang

Further, we propose Computational Imaging Assisted Domain Adaptation (CIADA) to leverage prior knowledge of CI for robust performance in SSOA.

Scene Understanding Semantic Segmentation +1

Annular Computational Imaging: Capture Clear Panoramic Images through Simple Lens

1 code implementation13 Jun 2022 Qi Jiang, Hao Shi, Lei Sun, Shaohua Gao, Kailun Yang, Kaiwei Wang

In this paper, we propose an Annular Computational Imaging (ACI) framework to break the optical limit of light-weight PAL design.

Image Restoration

Review on Panoramic Imaging and Its Applications in Scene Understanding

no code implementations11 May 2022 Shaohua Gao, Kailun Yang, Hao Shi, Kaiwei Wang, Jian Bai

However, while satisfying the need for large-FoV photographic imaging, panoramic imaging instruments are expected to have high resolution, no blind area, miniaturization, and multidimensional intelligent perception, and can be combined with artificial intelligence methods towards the next generation of intelligent instruments, enabling deeper understanding and more holistic perception of 360-degree real-world surrounding environments.

Autonomous Driving Depth Estimation +4

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