Assembling convolution neural networks for automatic viewing transformation

Images taken under different camera poses are rotated or distorted, which leads to poor perception experiences. This paper proposes a new framework to automatically transform the images to the conformable view setting by assembling different convolution neural networks. Specifically, a referential 3D ground plane is firstly derived from the RGB image and a novel projection mapping algorithm is developed to achieve automatic viewing transformation. Extensive experimental results demonstrate that the proposed method outperforms the state-ofthe-art vanishing points based methods by a large margin in terms of accuracy and robustness

Simultaneous calibration: a joint optimization approach for multiple Kinect and external cameras

No description supplie

Functional Characterization of <i>Hevea brasiliensis CRT/DRE Binding Factor 1</i> Gene Revealed Regulation Potential in the CBF Pathway of Tropical Perennial Tree

<div><p>Rubber trees (<i>Hevea brasiliensis</i>) are susceptible to low temperature and therefore are only planted in the tropical regions. In the past few decades, although rubber trees have been successfully planted in the northern margin of tropical area in China, they suffered from cold injury during the winter. To understand the physiological response under cold stress, we isolated a C-repeat binding factor 1 (<i>CBF1</i>) gene from the rubber tree. This gene (<i>HbCBF1)</i> was found to respond to cold stress but not drought or ABA stress. The corresponding HbCBF1 protein showed CRT/DRE binding activity in gel shift experiment. To further characterize its molecular function, the <i>HbCBF1</i> gene was overexpressed in <i>Arabidopsis</i>. The <i>HbCBF1</i> over expression (OE) line showed enhanced cold resistance and relatively slow dehydration, and the expression of <i>Arabidopsis</i> CBF pathway downstream target genes, e.g. <i>AtCOR15a</i> and <i>AtRD29a</i>, were significantly activated under non-acclimation condition. These data suggest <i>HbCBF1</i> gene is a functional member of the CBF gene family, and may play important regulation function in rubber tree.</p></div

<i>HbCBF1</i> overexpression in <i>Arabidopsis</i>.

<p>(A) Southern blotting of <i>HbCBF1</i> in transgenic plants. (B) <i>HbCBF1</i> expression in OE-3, OE-6 and OE-13 lines. The gene expression was detected by Northern blotting analysis using the <i>HbCBF1</i> probe. (C) Thirty days old seedlings of <i>col-0</i>, OE-3, OE-6 and OE-13 lines showed decreased plant height.</p

Characterization of <i>HbCBF1</i> gene.

<p>(A) Southern blotting analysis of <i>HbCBF1</i> gene in <i>Hevea brasiliensis</i> genome. (B) <i>HbCBF1</i> expression in response to cold, drought stress or ABA treatment. Twenty microgram total RNA from the leaves of the seedlings treated with cold, drought or ABA for the indicated time were used for Northern blotting analysis. <i>HbCBF1</i> full length cDNA was used as probe. EtBr-stained rRNA was used as an internal standard to monitor equal loading of total RNA.</p

Gel mobility shift assay of recombinant HbCBF1 protein indicated CRT/DRE binding activity.

<p><b>(A)</b> Probes sequences used in this analysis. Bolded nucleotides are CRT/DRE motif, while underlined nucleotides are the mutation sites. <b>(B)</b> HbCBF1 bound with CRT/DRE elements specifically <i>in vitro</i>. Four microgram total proteins of GST (lane 1 from the left) or GST::HbCBF1 (lane 2–9 from the left) were used for the binding with labeled hot COR15a probe. One hundred and twenty-five folds molar unlabelled cold competitor probes were added as indicated (labe 3–9 from the left) in each reactions. The retarded binding bands and free non-binding probe were indicated as "B" and "F" respectively.</p

<i>HbCBF1</i> overexpression conferred cold resistance and relatively slow dehydration in <i>Arabidopsis</i>.

<p>(A) The electrolyte leakage rates of <i>col-0</i>, OE-3, OE-6 and OE-13 lines under nonacclimated (warm) or 5-days cold—acclimated conditions (cold). Electrolyte leakage was measured using leaves from two-week-old seedlings frozen to -7°C at a refrigerating rate of 1°C per h from -1°C. The star symbol (*) indicates significant difference between each individual OE line and wild type plants (WT). (B) Representative seedlings of <i>col-0</i>, OE-3, OE-6 and OE-13 lines recovered from 18 hours frozen at -6°C. The survival rates of each line were listed. (C) The dehydration rates of the detached leaves from <i>col-0</i>, OE-3, OE-6 and OE-13 seedlings. The star (*) symbol indicates significant difference between WT and each individual OE line, while plus symbols (+) shows significant difference between WT and individual OE-6 and OE-13 line. Data in A and C were presented as mean ± standard error of mean of five biological replicates. Significance was determined by Student’s <i>t</i> test at the probability levels of <i>P</i> < 0.05. Comparisons were made between the wild type plant and each individual overexpressing line. For B, totally thirty to fifty plants were tested for each line and about ten seedlings were grown in each pot.</p