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Image Search Results
Journal: Journal of Human Genetics
Article Title: Advances in AI and machine learning for predictive medicine
doi: 10.1038/s10038-024-01231-y
Figure Lengend Snippet: a Transformation of the feature vector into a feature matrix. b Pipeline of converting a feature vector into image pixels. c Visualization of two tumor types using DeepInsight’s image transformation method. Differences between the tumor types are observable at various points. These transformed images are subsequently fed into a deep learning architecture (DLA). d The CNN architecture used in the original DeepInsight paper. This architecture consists of two parallel CNN architectures where each consists of four convolutional layers. Parameters are tuned using Bayesian Optimization technique. However, one can use various pre-trained CNN architectures. (From DeepInsight paper under creative commons license.)
Article Snippet: The adaptability of
Techniques: Transformation Assay, Plasmid Preparation
Journal: Journal of Human Genetics
Article Title: Advances in AI and machine learning for predictive medicine
doi: 10.1038/s10038-024-01231-y
Figure Lengend Snippet: Starting from the left, multi-omics layers undergo processing via the DeepInsight methodology to identify common pixel locations. Upon mapping omics data, the corresponding images are constructed and then fed into a CNN architecture. Subsequently, CAM is employed to determine activation regions, while the element decoder pinpoints a subset of genes. (From DeepInsight-3D paper under creative commons license.)
Article Snippet: The adaptability of
Techniques: Biomarker Discovery, Construct, Activation Assay