1,475 research outputs found
CP violating dimuon charge asymmetry in general left-right models
The recently measured charge asymmetry of like-sign dimuon events by the D0
collaboration at Tevatron shows the 3.9 \sigma\ deviation from the standard
model prediction. In order to solve this mismatch, we investigate the
right-handed current contributions to and
mixings which are the major source of the like-sign dimuon events in production in general left-right models without imposing manifest or
pseudo-manifest left-right symmetry. We find the allowed region of new physics
parameters satisfying the current experimental data.Comment: 9 pages, 4 figure
Scribble2Label: Self-labeling via Consistency for Scribble-supervised Cell Segmentation
Department of Computer Science and EngineeringCell segmentation gives important findings in medical image analysis. Through cell analysis, various tasks such as cancer diagnosis, reconstruction of synaptic connectivity maps, measurement of drug response and so on could be possible.
With the advent of recent advances in deep learning, more accurate and high-throughput cell segmentation has become feasible. However, deep learning-based cell segmentation faces a problem of cost and scalability for constructing dataset. Supervised-learning methods require fully annotated ground-truth labels, where there are as many as hundreds of cells. Consequently, it needs time-consuming and labor-intensive works.
In this thesis, Scribble2Label, a novel weakly-supervised cell segmentation framework that exploits only a handful of scribble annotations without full segmentation labels. The core idea is to combine pseudo-labeling and label filtering to generate reliable labels from weak supervision. For this, we leverage the consistency of predictions by iteratively averaging the predictions to improve pseudo labels.
The performance of Scribble2Label is demonstrated by comparing it to several state-of-the-art cell segmentation methods with various cell image modalities, including bright-field, fluorescence, and electron microscopy. Our method achieves outperformed results compared with previous related works from various data including fluorescence, histopathology, Bright-field and electron microscopy(EM). Furthermore, the prop method consistently works well in different scribble instance levels.ope
Singlet Fermionic Dark Matter with Dark
We present a fermionic dark matter model mediated by the hidden gauge boson.
We assume the QED-like hidden sector which consists of a Dirac fermion and
U(1) gauge symmetry, and introduce an additional scalar electroweak doublet
field with the U(1) charge as a mediator. The hidden U(1) symmetry is
spontaneously broken by the electroweak symmetry breaking and there exists a
massive extra neutral gauge boson in this model which is the mediator between
the hidden and visible sectors. Due to the U(1) charge, the additional
scalar doublet does not couple to the Standard Model fermions, which leads to
the Higgs sector of type I two Higgs doublet model. The new gauge boson couples
to the Standard Model fermions with couplings proportional to those of the
ordinary boson but very suppressed, thus we call it the dark boson. We
study the phenomenology of the dark boson and the Higgs sector, and show
the hidden fermion can be the dark matter candidate.Comment: 10 pages, 3 figure
Vacuum stability of conformally invariant scalar dark matter models
We discuss vacuum structure and vacuum stability in classically
scale-invariant renormalizable models with a scalar dark matter multiplet of
global O(N) symmetry together with an electroweak singlet scalar mediator. Our
conformally invariant scalar potential generates the electroweak symmetry
breaking via the Coleman-Weinberg mechanism, and the new scalar singlet
mediator acquires its mass through radiative corrections of the scalar dark
matters as well as of the standard model particles. Taking into account the
present collider bounds, we find the region of parameter space where the scalar
potential is stable and all the massless couplings are perturbative up to the
Planck scale. With the obtained parameter sets satisfying the vacuum stability
condition, we present the allowed region of new physics parameters satisfying
the recent measurement of relic abundance, and predict the elastic scattering
cross section of the new scalar multiplet into target nuclei for a direct
detection of the dark matter. We also discuss the collider signatures and
future discovery potentials of the new scalars.Comment: 11 pages, 6 figures (partly updated), journal version. arXiv admin
note: text overlap with arXiv:1904.1020
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