The network was trained under an adversarial learning scheme, which takes ex vivo RCM images of excised unstained/label-free tissue as inputs and uses the microscopic images of the same tissue labeled with acetic acid nuclear contrast staining as the ground truth. We show that this trained ...
semi-supervised DL methods can be trained using incompletely labeled datasets, and weakly-supervised methods can handle inaccurate and inexact labeled datasets. Hence, it may be possible to adopt unsupervised DL methods in the cases of unlabeled skin disease images. For example, GAN-based unsupervised...
the Princeton University-led FlyWire Consortium — which consisted of gamers and professional tracers among neuroscientists — used 21 million high-resolution images from the fly brain and a multistep process with AI and computer automation to untangle the web of undifferentiated neurons. The labeled, ...
We have systematically examined the skin-forming ability of cultured epithelial cells isolated from simple, transitional, and stratified epithelia of adult rodents using powerful skin morphogenetic assays21 (Fig. 1a). Tissue biopsies of footpad, oral mucosa, esophagus, vagina, trachea, bladder (dome ...
The two small clusters in gray (labeled as “other”) are endothelial cells and skeletal muscle cells (see Figure S1C). (D) Cells are colored by replicate identity in the tSNE plot. (E) Bar graph representing major cell type populations. Chi-square test was used to determine the ...
(B) Venn diagram from RNA-seq analysis of genes differentially expressed in pairwise comparisons between topical S. epidermidis-elicited Tc17, Imiquimod (IMQ)-elicited Tc17, and intradermal (i.d.) S. epidermidis-elicited Tc1 cells in skin relative to SLN TEM cells in naive mice. Numbers of...
Overall, the products that were studied can be labeled as antifungal agents or as disinfectants and, as such, are directed at treating the secondary infections of the intertriginous lesions. Only two studies (McMahon, 1994; Peltonen & Havu, 1981) focused solely on reducing the causal fac...
(Supplementary Fig.20c, d), and the direction of current flow during the treatment is also labeled correspondingly. In order to estimate the effective depth of the treatment, tumor tissues of mice after the PES treatment were taken for H&E and TUNEL staining. As seen from Supplementary Fig....
Critical systems represent physical boundaries between different phases of matter and have been intensely studied for their universality and rich physics. Yet, with the rise of non-Hermitian studies, fundamental concepts underpinning critical systems - l
Soft sensing applications typically incorporate stretchable sensors tied to rigid processing circuits, leading to challenges including compromised conformability and large noise induced during coupling with external circuits. Here, we developed an innovative strategy to synthesize high-performance elastic metallic...