166 research outputs found
-softmax: Improving Intra-class Compactness and Inter-class Separability of Features
Intra-class compactness and inter-class separability are crucial indicators
to measure the effectiveness of a model to produce discriminative features,
where intra-class compactness indicates how close the features with the same
label are to each other and inter-class separability indicates how far away the
features with different labels are. In this work, we investigate intra-class
compactness and inter-class separability of features learned by convolutional
networks and propose a Gaussian-based softmax (-softmax) function
that can effectively improve intra-class compactness and inter-class
separability. The proposed function is simple to implement and can easily
replace the softmax function. We evaluate the proposed -softmax
function on classification datasets (i.e., CIFAR-10, CIFAR-100, and Tiny
ImageNet) and on multi-label classification datasets (i.e., MS COCO and
NUS-WIDE). The experimental results show that the proposed
-softmax function improves the state-of-the-art models across all
evaluated datasets. In addition, analysis of the intra-class compactness and
inter-class separability demonstrates the advantages of the proposed function
over the softmax function, which is consistent with the performance
improvement. More importantly, we observe that high intra-class compactness and
inter-class separability are linearly correlated to average precision on MS
COCO and NUS-WIDE. This implies that improvement of intra-class compactness and
inter-class separability would lead to improvement of average precision.Comment: 15 pages, published in TNNL
Heavy surface state in a possible topological Kondo insulator: Magneto-thermoelectric transport on the (011)-plane of SmB
Motivated by the high sensitivity to Fermi surface topology and scattering
mechanisms in magneto-thermoelectric transport, we have measured the
thermopower and Nernst effect on the (011)-plane of the proposed topological
Kondo insulator SmB. These experiments, together with electrical
resistivity and Hall effect measurements, demonstrate that the (011)-plane also
harbors a metallic surface with the effective mass in the order of 10-10
. The surface and bulk conductances are well distinguished in these
measurements and are categorized into metallic and non-degenerate
semiconducting regimes, respectively. Electronic correlations play an important
role in enhancing scattering and also contribute to the heavy surface state.Comment: 4 figures, 1 tabl
Myofibrillar protein gel properties are influenced by oxygen concentration in modified atmosphere packaged minced beef
Minced beef was stored for 8 days and myofibrillar protein (MP) was extracted to investigate the effect of oxygen concentration (0, 20, 40, 60, and 80%) in modified atmosphere packaging (MAP) on heat-induced gel properties. Compression force of gels was lower when prepared from beef packaged in 0% oxygen, intermediate in 20 to 60% oxygen and greater in 80% oxygen. Total water loss of gels prepared from beef packaged with oxygen (20-80%) was higher and rheology measurements presented higher G' and G '' values. Additionally, gels from beef packaged without oxygen exhibited higher J (t) values during creep and recovery tests, demonstrating that oxygen exposure of meat during storage in MAP affect MP in such a way that heat-induced protein gels alter their characteristics. Generally, storage with oxygen in MAP resulted in stronger and more elastic MP gels, which was observed already at a relative low oxygen concentration of 20%. (C) 2017 Elsevier Ltd. All rights reserved.Peer reviewe
High-Field Shubnikov-de Haas Oscillations in the Topological Insulator BiTeSe
We report measurements of the surface Shubnikov de Haas oscillations (SdH) on
crystals of the topological insulator BiTeSe. In crystals with large
bulk resistivity (4 cm at 4 K), we observe 15 surface SdH
oscillations (to the = 1 Landau Level) in magnetic fields up to 45
Tesla. Extrapolating to the limit , we confirm the -shift
expected from a Dirac spectrum. The results are consistent with a very small
surface Lande -factor.Comment: Text expanded, slight changes in text, final version; Total 6 pages,
6 figure
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