Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: EventHands: Real-Time Neural 3D Hand Pose Estimation from an Event
  Stream   3D hand pose estimation from monocular videos is a long-standing and
challenging problem, which is now seeing a strong upturn. In this work, we
address it for the first time using a single event camera, i.e., an
asynchronous vision sensor reacting on brightness changes. Our EventHands
approach has characteristics previously not demonstrated with a single RGB or
depth camera such as high temporal resolution at low data throughputs and
real-time performance at 1000 Hz. Due to the different data modality of event
cameras compared to classical cameras, existing methods cannot be directly
applied to and re-trained for event streams. We thus design a new neural
approach which accepts a new event stream representation suitable for learning,
which is trained on newly-generated synthetic event streams and can generalise
to real data. Experiments show that EventHands outperforms recent monocular
methods using a colour (or depth) camera in terms of accuracy and its ability
to capture hand motions of unprecedented speed. Our method, the event stream
simulator and the dataset are publicly available; see
https://4dqv.mpi-inf.mpg.de/EventHands/

12
The categories of this paper are: nucl-th
25
The categories of this paper are: patt-sol
13
The categories of this paper are: quant-ph
0
The categories of this paper are: hep-ph
18
The categories of this paper are: econ
37
The categories of this paper are: supr-con
28
The categories of this paper are: alg-geom
31
The categories of this paper are: ao-sci
17
The categories of this paper are: q-fin
20
The categories of this paper are: acc-phys
35
The categories of this paper are: mtrl-th
22
The categories of this paper are: chao-dyn
15
The categories of this paper are: nucl-ex
33
The categories of this paper are: plasm-ph
21
The categories of this paper are: adap-org
2
The categories of this paper are: math