1,912 research outputs found
Are v1 simple cells optimized for visual occlusions? : A comparative study
Abstract: Simple cells in primary visual cortex were famously found to respond to low-level image components such as edges. Sparse coding and independent component analysis (ICA) emerged as the standard computational models for simple cell coding because they linked their receptive fields to the statistics of visual stimuli. However, a salient feature of image statistics, occlusions of image components, is not considered by these models. Here we ask if occlusions have an effect on the predicted shapes of simple cell receptive fields. We use a comparative approach to answer this question and investigate two models for simple cells: a standard linear model and an occlusive model. For both models we simultaneously estimate optimal receptive fields, sparsity and stimulus noise. The two models are identical except for their component superposition assumption. We find the image encoding and receptive fields predicted by the models to differ significantly. While both models predict many Gabor-like fields, the occlusive model predicts a much sparser encoding and high percentages of ‘globular’ receptive fields. This relatively new center-surround type of simple cell response is observed since reverse correlation is used in experimental studies. While high percentages of ‘globular’ fields can be obtained using specific choices of sparsity and overcompleteness in linear sparse coding, no or only low proportions are reported in the vast majority of studies on linear models (including all ICA models). Likewise, for the here investigated linear model and optimal sparsity, only low proportions of ‘globular’ fields are observed. In comparison, the occlusive model robustly infers high proportions and can match the experimentally observed high proportions of ‘globular’ fields well. Our computational study, therefore, suggests that ‘globular’ fields may be evidence for an optimal encoding of visual occlusions in primary visual cortex.
Author Summary: The statistics of our visual world is dominated by occlusions. Almost every image processed by our brain consists of mutually occluding objects, animals and plants. Our visual cortex is optimized through evolution and throughout our lifespan for such stimuli. Yet, the standard computational models of primary visual processing do not consider occlusions. In this study, we ask what effects visual occlusions may have on predicted response properties of simple cells which are the first cortical processing units for images. Our results suggest that recently observed differences between experiments and predictions of the standard simple cell models can be attributed to occlusions. The most significant consequence of occlusions is the prediction of many cells sensitive to center-surround stimuli. Experimentally, large quantities of such cells are observed since new techniques (reverse correlation) are used. Without occlusions, they are only obtained for specific settings and none of the seminal studies (sparse coding, ICA) predicted such fields. In contrast, the new type of response naturally emerges as soon as occlusions are considered. In comparison with recent in vivo experiments we find that occlusive models are consistent with the high percentages of center-surround simple cells observed in macaque monkeys, ferrets and mice
Analysis and systematization of the functions of clusters
У статті проаналізовано існуючі підходи щодо функцій кластера. На підставі ключових характеристик та принципів кластера виокремлено базові функції, що описують особливості його взаємовідносин з зовнішнім середовищем. З метою формування довгострокових кластерних ініціатив сформовано структурну схему функцій кластера, яка була систематизована за функціональними групами: виробничі функції; функції інноваційної сфери; функції конкурентоспроможності та кооперації; соціальні функції. Обґрунтовано загальнокластерний характер функцій через зв’язки взаємодії між його учасниками. Запропоновано схему розгортання кластера при його взаємодії з зовнішнім середовищем та прояв його соціальних функцій в економічному та соціальному розвитку регіону.В статье проанализированы существующие подходы относительно функций кластера. На основании ключевых характеристик у принципов кластера выделены базовые функции, которые описывают особенности его взаимодействия с окружающей средой. С целью формирования долгосрочных кластерных инициатив сформирована структурная схема функций кластера, которая была систематизирована по функциональным группам: производственные функции; функции инновационной сферы; функции конкурентоспособности и кооперации; социальные функции. Обоснован обще кластерный характер функций через взаимосвязи взаимодействия между его участниками. Предложена схема разворачивания кластера при его взаимодействии с внешней средой и проявление его социальных функций в экономическом и социальном развитии региона.The role of cluster functions in the system approach to its study is analyzed in the article. The analysis of existing approaches regarding cluster functions is made. On the basis of key characteristics the basic at cluster principles, that describe the features of its interaction with the environment, functions are highlighted. In order to form long-term cluster initiatives structural scheme of cluster functions, which was systematized by functional groups of production functions, functions of innovation sphere, functions of competitiveness and cooperation, social functions, is formed. The block of production functions as the basic block was highlighted, that define the essence of the cluster activity – creation of final product. Cluster-wide character of functions through relations of interaction between the participants was proved. The scheme of cluster development at its interaction with the environment was offered. The effect and expression of its social functions in economic and social development of region, in improvement of life quality of population is shown
Ion source for tests of ion behavior in the KATRIN beam line
An electron-impact ion source based on photoelectron emission was developed
for ionization of gases at pressures below 1e-4 mbar in an axial magnetic field
in the order of 5 T. The ion source applies only DC fields, which makes it
suitable for use in the presence of equipment sensitive to radio-frequency (RF)
fields. The ion source was succesfully tested under varying conditions
regarding pressure, magnetic field and magnetic-field gradient, and the results
were studied with the help of simulations. The processes in the ion source are
well understood and possibilities for further optimization of generated ion
currents are clarified.Comment: 10 pages, 13 figure
Transcribed ultraconserved noncoding RNAs (T-UCR) are involved in Barrett's esophagus carcinogenesis.
Barretts esophagus (BE) involves a metaplastic replacement of native esophageal squamous epithelium (Sq) by columnar-intestinalized mucosa, and it is the main risk factor for Barrett-related adenocarcinoma (BAc). Ultra-conserved regions (UCRs) are a class non-coding sequences that are conserved in humans, mice and rats. More than 90% of UCRs are transcribed (T-UCRs) in normal tissues, and are altered at transcriptional level in tumorigenesis. To identify the T-UCR profiles that are dysregulated in Barretts mucosa transformation, microarray analysis was performed on a discovery set of 51 macro-dissected samples obtained from 14 long-segment BE patients. Results were validated in an independent series of esophageal biopsy/surgery specimens and in two murine models of Barretts esophagus (i.e. esophagogastric-duodenal anastomosis). Progression from normal to BE to adenocarcinoma was each associated with specific and mutually exclusive T-UCR signatures that included up-regulation of uc.58-, uc.202-, uc.207-, and uc.223- and down-regulation of uc.214+. A 9 T-UCR signature characterized BE versus Sq (with the down-regulation of uc.161-, uc.165-, and uc.327-, and the up-regulation of uc.153-, uc.158-, uc.206-, uc.274-, uc.472-, and uc.473-). Analogous BE-specific T-UCR profiles were shared by human and murine lesions. This study is the first demonstration of a role for T-UCRs in the transformation of Barretts mucosa
Monitoring of tritium purity during long-term circulation in the KATRIN test experiment LOOPINO using laser Raman spectroscopy
The gas circulation loop LOOPINO has been set up and commissioned at Tritium
Laboratory Karlsruhe (TLK) to perform Raman measurements of circulating tritium
mixtures under conditions similar to the inner loop system of the neutrino-mass
experiment KATRIN, which is currently under construction. A custom-made
interface is used to connect the tritium containing measurement cell, located
inside a glove box, with the Raman setup standing on the outside. A tritium
sample (purity > 95%, 20 kPa total pressure) was circulated in LOOPINO for more
than three weeks with a total throughput of 770 g of tritium. Compositional
changes in the sample and the formation of tritiated and deuterated methanes
CT_(4-n)X_n (X=H,D; n=0,1) were observed. Both effects are caused by hydrogen
isotope exchange reactions and gas-wall interactions, due to tritium {\beta}
decay. A precision of 0.1% was achieved for the monitoring of the T_2
Q_1-branch, which fulfills the requirements for the KATRIN experiment and
demonstrates the feasibility of high-precision Raman measurements with tritium
inside a glove box
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