A Very Basic Overview of Neural Radiance Fields (NeRF)

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A Very Basic Overview of Neural Radiance Fields (NeRF)

Can they one day replace photos?

Figure 1. NeRF Pipeline. Given a large set of images, NeRF learns to implicitly represent the 3D shape, such that new views can later on be synthesised. Image retrieved from the original NeRF paper by Mildenhall et al.

Deep learning era began through the advancements it brought in traditional 2D image recognition tasks such as classifications, detections, and instance segmentations. As the techniques matured, many of the focuses on vision community have been shifted towards fundamental 3D computer vision problems — one of the most…


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