637 research outputs found

    Progress on genetic polymorphism associated with diabetic retinopathy

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    Diabetic retinopathy(DR)is one of the most serious complications of diabetes, as the second general blindness disease in the world currently. The development of procedures for prevention and treatment of DR is one of the most important problems that should be solved currently. A lot of researches show that the development of DR is determined by genetics. The current research advance in DR relevant gene is reviewed in this article

    Efficient Neural Radiance Fields for Interactive Free-viewpoint Video

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    This paper aims to tackle the challenge of efficiently producing interactive free-viewpoint videos. Some recent works equip neural radiance fields with image encoders, enabling them to generalize across scenes. When processing dynamic scenes, they can simply treat each video frame as an individual scene and perform novel view synthesis to generate free-viewpoint videos. However, their rendering process is slow and cannot support interactive applications. A major factor is that they sample lots of points in empty space when inferring radiance fields. We propose a novel scene representation, called ENeRF, for the fast creation of interactive free-viewpoint videos. Specifically, given multi-view images at one frame, we first build the cascade cost volume to predict the coarse geometry of the scene. The coarse geometry allows us to sample few points near the scene surface, thereby significantly improving the rendering speed. This process is fully differentiable, enabling us to jointly learn the depth prediction and radiance field networks from RGB images. Experiments on multiple benchmarks show that our approach exhibits competitive performance while being at least 60 times faster than previous generalizable radiance field methods.Comment: SIGGRAPH Asia 2022; Project page: https://zju3dv.github.io/enerf
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