Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Beyond One Glance: Gated Recurrent Architecture for Hand Segmentation   As mixed reality is gaining increased momentum, the development of effective
and efficient solutions to egocentric hand segmentation is becoming critical.
Traditional segmentation techniques typically follow a one-shot approach, where
the image is passed forward only once through a model that produces a
segmentation mask. This strategy, however, does not reflect the perception of
humans, who continuously refine their representation of the world. In this
paper, we therefore introduce a novel gated recurrent architecture. It goes
beyond both iteratively passing the predicted segmentation mask through the
network and adding a standard recurrent unit to it. Instead, it incorporates
multiple encoder-decoder layers of the segmentation network, so as to keep
track of its internal state in the refinement process. As evidenced by our
results on standard hand segmentation benchmarks and on our own dataset, our
approach outperforms these other, simpler recurrent segmentation techniques, as
well as the state-of-the-art hand segmentation one. Furthermore, we demonstrate
the generality of our approach by applying it to road segmentation, where it
also outperforms other baseline methods.

17
The categories of this paper are: q-fin
11
The categories of this paper are: hep-lat
21
The categories of this paper are: adap-org
32
The categories of this paper are: atom-ph
13
The categories of this paper are: quant-ph
14
The categories of this paper are: math-ph
23
The categories of this paper are: solv-int
24
The categories of this paper are: dg-ga
15
The categories of this paper are: nucl-ex
0
The categories of this paper are: hep-ph
35
The categories of this paper are: mtrl-th
28
The categories of this paper are: alg-geom
22
The categories of this paper are: chao-dyn
4
The categories of this paper are: cond-mat
18
The categories of this paper are: econ
37
The categories of this paper are: supr-con