| 1. |
- Deb, Mainak, et al.
(författare)
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A CNN-based model to count the leaves of rosette plants (LC-Net)
- 2024
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Ingår i: Scientific Reports. - : NATURE PORTFOLIO. - 2045-2322. ; 14:1
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Tidskriftsartikel (refereegranskat)abstract
- Plant image analysis is a significant tool for plant phenotyping. Image analysis has been used to assess plant trails, forecast plant growth, and offer geographical information about images. The area segmentation and counting of the leaf is a major component of plant phenotyping, which can be used to measure the growth of the plant. Therefore, this paper developed a convolutional neural network-based leaf counting model called LC-Net. The original plant image and segmented leaf parts are fed as input because the segmented leaf part provides additional information to the proposed LC-Net. The well-known SegNet model has been utilised to obtain segmented leaf parts because it outperforms four other popular Convolutional Neural Network (CNN) models, namely DeepLab V3+, Fast FCN with Pyramid Scene Parsing (PSP), U-Net, and Refine Net. The proposed LC-Net is compared to the other recent CNN-based leaf counting models over the combined Computer Vision Problems in Plant Phenotyping (CVPPP) and KOMATSUNA datasets. The subjective and numerical evaluations of the experimental results demonstrate the superiority of the LC-Net to other tested models.
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| 2. |
- Lee, Ho-Hsien, et al.
(författare)
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Expression, purification and crystallization of CTB-MPR, a candidate mucosal vaccine component against HIV-1
- 2014
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Ingår i: IUCrJ. - 2052-2525. ; 1:5, s. 305-317
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Tidskriftsartikel (refereegranskat)abstract
- CTB-MPR is a fusion protein between the B subunit of cholera toxin (CTB) andthe membrane-proximal region of gp41 (MPR), the transmembrane envelopeprotein ofHuman immunodeficiency virus 1(HIV-1), and has previously beenshown to induce the production of anti-HIV-1 antibodies with antiviralfunctions. To further improve the design of this candidate vaccine, X-raycrystallography experiments were performed to obtain structural informationabout this fusion protein. Several variants of CTB-MPR were designed,constructed and recombinantly expressed inEscherichia coli. The first variantcontained a flexible GPGP linker between CTB and MPR, and yielded crystalsthat diffracted to a resolution of 2.3 A ̊, but only the CTB region was detectedin the electron-density map. A second variant, in which the CTB was directlyattached to MPR, was shown to destabilize pentamer formation. A thirdconstruct containing a polyalanine linker between CTB and MPR proved tostabilize the pentameric form of the protein during purification. The purificationprocedure was shown to produce a homogeneously pure and monodispersesample for crystallization. Initial crystallization experiments led to pseudo-crystals which were ordered in only two dimensions and were disordered inthe third dimension. Nanocrystals obtained using the same precipitant showedpromising X-ray diffraction to 5 A ̊resolution in femtosecond nanocrystallo-graphy experiments at the Linac Coherent Light Source at the SLAC NationalAccelerator Laboratory. The results demonstrate the utility of femtosecondX-ray crystallography to enable structural analysis based on nano/microcrystalsof a protein for which no macroscopic crystals ordered in three dimensions havebeen observed before.
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