A study on giant panda recognition based on images of a large proportion of captive pandas

1. As a highly endangered species, the giant panda (panda) has attracted significant attention in the past decades. Considerable efforts have been put on panda conservation and reproduction, offering the promising outcome of maintaining the population size of pandas. To evaluate the effectiveness of conservation and management strategies, recognizing individual pandas is critical. However, it remains a challenging task because the existing methods, such as traditional tracking method, discrimination method based on footprint identification, and molecular biology method, are invasive, inaccurate, expensive, or challenging to perform. The advances of imaging technologies have led to the wide applications of digital images and videos in panda conservation and management, which makes it possible for individual panda recognition in a noninvasive manner by using image‐based panda face recognition method.
2. In recent years, deep learning has achieved great success in the field of computer vision and pattern recognition. For panda face recognition, a fully automatic deep learning algorithm which consists of a sequence of deep neural networks (DNNs) used for panda face detection, segmentation, alignment, and identity prediction is developed in this study. To develop and evaluate the algorithm, the largest panda image dataset containing 6,441 images from 218 different pandas, which is 39.78% of captive pandas in the world, is established.
3. The algorithm achieved 96.27% accuracy in panda recognition and 100% accuracy in detection.
4. This study shows that panda faces can be used for panda recognition. It enables the use of the cameras installed in their habitat for monitoring their population and behavior. This noninvasive approach is much more cost‐effective than the approaches used in the previous panda surveys.

     

Mass Collaboration in Earthquake Risk Management

The mechanism of mass collaboration in risk management was studied during the Sichuan earthquake under a Web-based “PeopleFinder” project, where information is contributed and shared among mass contributors. The case study is provided by a great earthquake that happened in Wenchuan County, Sichuan Province, of southwestern China at 2:28 p.m. on May 12, 2008. We witnessed and experienced the rescue and relief efforts for the great earthquake. In this article, two fundamental frameworks are developed to study the mechanism of mass collaboration. Mass collaboration is proven to be effective in a big public crisis such as the Sichuan earthquake.     

On the classification of Calligonum juochiangense and C. pumilum (Polygonaceae)

After observing specimens of Calligonum pumilum Losinsk. and C. juochiangense Y. X. Liou in both the field and in herbarium collections, it was found that the morphological characters of these two species are quite different, especially with respect of the twisted direction of fruit ribs, number of bristle rows along each rib, rigidity and degree of interweaving of bristles, as well as their geographic distribution. Therefore, it is concluded that C. pumilum and C. juochiangense should be accepted as two independent species.     

Convenient method for studying enzyme kinetics.

A convenient method for enzyme kinetic studies is introduced. The method includes identification of reaction mechanism and estimation of the associated kinetic constants with a minimum number of experiments. The application of the method is illustrated by using literature data. Factors limiting the application of this method are also discussed.     

Activity of long chain acyl-CoA synthetase in isolated alveolar type II cells

Fatty-acyl-CoA synthetase activity was determined in rat alveolar type II cells. Compared to whole-lung homogenate, the enzyme specific activity with palmitic acid was 3.6-fold higher in isolated type II alveolar cells. The enzyme in rat alveolar type II cells did not discriminate among various fatty acids, suggesting that supply of fatty acids rather than specificity might be an important factor for their activation in these cells.     

Evidence that epidermal growth factor is present in swiftlet's (Collocalia) nest

1. An epidermal growth factor (EGF)-like activity was detected and partially purified from swiftlet's nest extract. 2. The partially purified EGF-like activity was able to (a) generate competitive binding curves parallel to the standard curves in radioreceptor assay and (b) stimulate thymidine incorporation in quiescent culture of 3T3 fibroblasts and the latter activity can be suppressed by mouse EGF antibody. 3. Partial characterization of the EGF-like activity in terms of pI, molecular weight and its behavior on gel filtration column suggest that it bears similar physical properties to the EGFs isolated from the mouse and the shrew.     

Triplet state properties of tryptophan residues in complexes of mutated Escherichia coli single-stranded DNA binding proteins with single-stranded polynucleotides.

Complexes of point-mutated E. coli single-stranded DNA-binding protein (Eco SSB) with homopolynucleotides have been investigated by optical detection of magnetic resonance (ODMR) of the triplet state of tryptophan (Trp) residues. Investigation of the individual sublevel kinetics of the lowest triplet state of Trp residues 40 and 54 in the poly (dT) complex of Eco SSB-W88F,W135F (a mutant protein whose Trp residues at positions 88 and 135 have been substituted by Phe) shows that Trp 54 is the most affected residue upon stacking with thymine bases, confirming previous results based on SSB mutants having single Trp----Phe substitutions. (Zang, L. H., A. H. Maki, J. B. Murphy, and J. W. Chase. 1987. Biophys. J. 52:867-872). The Tx sublevel of Trp 54 shows a fourfold increase in the decay rate constant, as well as an increase in its populating rate constant by selective spin-orbit coupling. The two nonradiative sublevels show no change in lifetime, relative to unstacked Trp. For Trp 40, a weaker perturbation of Tx by thymine results in a sublevel lifetime about one-half that of normal Trp. Trp54 displays a 2[E]transition of negative polarity in the double mutant SSB complex with Poly (dT), but gives a vanishingly weak [D] - [E] signal, thus implying that the steady-state sublevel populations of Tx and Tz are nearly equal in this residue. Poly (5-BrU) induces the largest red-shift of the Eco SSB-W88F,W135F Trp phosphorescence 0,0-band of all polynucleotides investigated. Its phosphorescence decay fits well to two exponential components of 1.02 and 0.12 s, with no contribution from long-lived Trp residues. This behavior provides convincing evidence that both Trp 40 and 54 are perturbed by stacking with brominated uridine. The observed decrease in the Trp [D] values further confirms the stacking of the Trp residues with 5-BrU. Wave-length-selected ODMR experiments conducted on the [D[ + [E] transition of Eco SSB-W88F,W135F complexed with poly(5HgU) indicate the presence of multiple heavy atom-perturbed sites. Measurements made on poly (5-HgU) which each of its 4 Trp residues has been replaced in turn by Phe demonstrate that Trp 40 and 54 are the only Trp residues undergoing stacking with nucleotide bases, as previously proposed.     

罗汉果组培苗的栽培研究

本文报道罗汉果组培苗的栽培研究结果,为罗汉果在生产上推广应用组培苗栽培,提供有效的技术措施。