Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: PseudoSeg: Designing Pseudo Labels for Semantic Segmentation   Recent advances in semi-supervised learning (SSL) demonstrate that a
combination of consistency regularization and pseudo-labeling can effectively
improve image classification accuracy in the low-data regime. Compared to
classification, semantic segmentation tasks require much more intensive
labeling costs. Thus, these tasks greatly benefit from data-efficient training
methods. However, structured outputs in segmentation render particular
difficulties (e.g., designing pseudo-labeling and augmentation) to apply
existing SSL strategies. To address this problem, we present a simple and novel
re-design of pseudo-labeling to generate well-calibrated structured pseudo
labels for training with unlabeled or weakly-labeled data. Our proposed
pseudo-labeling strategy is network structure agnostic to apply in a one-stage
consistency training framework. We demonstrate the effectiveness of the
proposed pseudo-labeling strategy in both low-data and high-data regimes.
Extensive experiments have validated that pseudo labels generated from wisely
fusing diverse sources and strong data augmentation are crucial to consistency
training for segmentation. The source code is available at
https://github.com/googleinterns/wss.

13
The categories of this paper are: quant-ph
4
The categories of this paper are: cond-mat
8
The categories of this paper are: hep-ex
9
The categories of this paper are: nlin
14
The categories of this paper are: math-ph
12
The categories of this paper are: nucl-th
35
The categories of this paper are: mtrl-th
24
The categories of this paper are: dg-ga
27
The categories of this paper are: comp-gas
19
The categories of this paper are: eess
36
The categories of this paper are: cmp-lg
37
The categories of this paper are: supr-con
29
The categories of this paper are: funct-an
2
The categories of this paper are: math
18
The categories of this paper are: econ
6
The categories of this paper are: astro-ph