Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Multi-Hypothesis CRF-Segmentation of Neural Tissue in Anisotropic EM
  Volumes   We present an approach for the joint segmentation and grouping of similar
components in anisotropic 3D image data and use it to segment neural tissue in
serial sections electron microscopy (EM) images.
  We first construct a nested set of neuron segmentation hypotheses for each
slice. A conditional random field (CRF) then allows us to evaluate both the
compatibility of a specific segmentation and a specific inter-slice assignment
of neuron candidates with the underlying observations. The model is solved
optimally for an entire image stack simultaneously using integer linear
programming (ILP), which yields the maximum a posteriori solution in amortized
linear time in the number of slices.
  We evaluate the performance of our approach on an annotated sample of the
Drosophila larva neuropil and show that the consideration of different
segmentation hypotheses in each slice leads to a significant improvement in the
segmentation and assignment accuracy.

30
The categories of this paper are: q-alg
31
The categories of this paper are: ao-sci
0
The categories of this paper are: hep-ph
36
The categories of this paper are: cmp-lg
11
The categories of this paper are: hep-lat
27
The categories of this paper are: comp-gas
20
The categories of this paper are: acc-phys
17
The categories of this paper are: q-fin
24
The categories of this paper are: dg-ga
13
The categories of this paper are: quant-ph
37
The categories of this paper are: supr-con
10
The categories of this paper are: q-bio
3
The categories of this paper are: physics
35
The categories of this paper are: mtrl-th
18
The categories of this paper are: econ
25
The categories of this paper are: patt-sol