Search Results for author: Xinge Yang

Found 3 papers, 2 papers with code

Image Quality Is Not All You Want: Task-Driven Lens Design for Image Classification

no code implementations26 May 2023 Xinge Yang, Qiang Fu, Yunfeng Nie, Wolfgang Heidrich

Experimental results demonstrate the designed image classification lens (``TaskLens'') exhibits higher accuracy compared to conventional imaging-driven lenses, even with fewer lens elements.

Image Classification

Aberration-Aware Depth-from-Focus

1 code implementation8 Mar 2023 Xinge Yang, Qiang Fu, Mohammed Elhoseiny, Wolfgang Heidrich

Computer vision methods for depth estimation usually use simple camera models with idealized optics.

Depth Estimation

Curriculum Learning for ab initio Deep Learned Refractive Optics

1 code implementation2 Feb 2023 Xinge Yang, Qiang Fu, Wolfgang Heidrich

Deep optical optimization has recently emerged as a new paradigm for designing computational imaging systems using only the output image as the objective.

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