Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: SLIDE: Single Image 3D Photography with Soft Layering and Depth-aware
  Inpainting   Single image 3D photography enables viewers to view a still image from novel
viewpoints. Recent approaches combine monocular depth networks with inpainting
networks to achieve compelling results. A drawback of these techniques is the
use of hard depth layering, making them unable to model intricate appearance
details such as thin hair-like structures. We present SLIDE, a modular and
unified system for single image 3D photography that uses a simple yet effective
soft layering strategy to better preserve appearance details in novel views. In
addition, we propose a novel depth-aware training strategy for our inpainting
module, better suited for the 3D photography task. The resulting SLIDE approach
is modular, enabling the use of other components such as segmentation and
matting for improved layering. At the same time, SLIDE uses an efficient
layered depth formulation that only requires a single forward pass through the
component networks to produce high quality 3D photos. Extensive experimental
analysis on three view-synthesis datasets, in combination with user studies on
in-the-wild image collections, demonstrate superior performance of our
technique in comparison to existing strong baselines while being conceptually
much simpler. Project page: https://varunjampani.github.io/slide

6
The categories of this paper are: astro-ph
15
The categories of this paper are: nucl-ex
24
The categories of this paper are: dg-ga
25
The categories of this paper are: patt-sol
13
The categories of this paper are: quant-ph
4
The categories of this paper are: cond-mat
28
The categories of this paper are: alg-geom
9
The categories of this paper are: nlin
21
The categories of this paper are: adap-org
35
The categories of this paper are: mtrl-th
20
The categories of this paper are: acc-phys
36
The categories of this paper are: cmp-lg
33
The categories of this paper are: plasm-ph
29
The categories of this paper are: funct-an
7
The categories of this paper are: hep-th
17
The categories of this paper are: q-fin