A person is sitting in front of a dining table, looking at a sheet of paper on the table. The paper has a diagram of a hand on it, with different parts labeled. The hand is made up of a skeleton, with the fingers and thumb labeled. The person is also looking at a poster of the hand diagram on a wall behind them.

In the background, there are several apples scattered on the table. The apples are of different sizes and colors, and they are all placed in a random pattern. There is also a potted plant visible in the background, with a vase on top of it.

On the left side of the image, there is a chair with a person sitting in it. The person is facing the table and is looking at the hand diagram. On the right side of the image, there is a microscope placed on a table. The microscope is open and has a slide in it, with a cell labeled "HeLa" on it.

Overall, the image shows a person studying and looking at a diagram of a hand, with apples and a potted plant in the background. There is also a chair and a microscope visible in the image.
Text transcribed from the image:
ISCAS
NANYANG
TECHNOLOGICAL
UNIVERSITY
④ 中国科学院大学
University of Chinese Academy of Sciences
2S-UDF: A Novel Two-stage U
Model Recon:
Junkai Deng
Fei Hou
OBJECTIVE
Our objective is to reconstruct non-watertight models
from multi-view images.
Stage 1: Approx
We use the NeuS
We map the dista
RELATED
NeuralUDF [1] Introduces indicator function increasing rendering
complexity and volatileness.
NeUDF [2] Requires numerical approximation of unbounded integral.
NeAT [3] Requires object masks for training.
-PIPELINE
Dist.
Pred.
Rendering
Softplus
MLP
Color
Pred.
MLP
Param.
BG.
Pred.
MLP
"Key Stages"
1 & 2
Background
Composition
Stable: No unbo
Rendered
Image
Stage 2: UDF R
We directly map
ΠΑ
DE
Neu
Loss
GT
Image