ResourceLab Informatics
Obtain a deeper understanding of your material with machine learning
24 Jul 2023
Microscopy enables researchers to gain a deep understanding of the link between a material’s properties and structure to aid in developing novel materials. Microscopy image segmentation is currently one of the biggest bottlenecks in quantifying material structure. Traditional microstructure quantification requires manual measurements and can be time-consuming and error-prone.
In this infographic, learn how the introduction of machine learning has proven highly beneficial in providing a faster, more automated approach to image segmentation. Plus, discover artificial intelligence-based software designed to enable superior segmentation and object classification.
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Light MicroscopyLight microscopes or optical microscopes are used to visualize microscale objects under magnification, including cells, clinical specimens and materials. Lab equipment for light microscopy includes confocal microscopes, fluorescence microscopes, zoom and stereo microscopes. Microscope slides and imaging reagents are available for visualizing samples, as well as various microscope stages and incubators for large or temperature-sensitive samples. Find the best light microscopes in our peer-reviewed product directory: compare products, check customer reviews and receive pricing direct from manufacturers.Electron MicroscopyElectron microscopes (EM) are used to create high-resolution images of samples at the nanoscale by means of an accelerated beam of electrons as a source of illumination. Types of electron microscope include scanning electron microscopes (SEM), transmission electron microscopes (TEM), scanning transmission electron microscopes (STEM) and cryo-electron microscopes. Focused ion beam (FIB) microscopes are useful for modifying or milling a sample surface with nanometer precision, as well as imaging. Find the best electron microscopes in our peer-reviewed product directory: compare products, check customer reviews and receive pricing direct from manufacturers.Artificial Intelligence / Machine LearningArtificial intelligence (AI) and machine learning (ML) are transformative technologies used to analyze complex data, identify patterns, and make data-driven predictions across diverse scientific fields. Automate the analysis of large or complex data sets using AI algorithms and leverage machine learning models to improve diagnostics, accelerate drug discovery, and refine experimental design. Discover the best AI/ML software, platforms, and analytical tools in our peer-reviewed product directory: compare features, read customer reviews, and request pricing directly from manufacturers.Image AnalysisImage analysis involves the extraction of meaningful information from images, often using software to quantify and interpret visual data. It is widely used in cell biology, material science, and diagnostics. Increasingly, AI is being used to streamline image analysis. Explore image analysis tools in our peer-reviewed product directory; compare products, check reviews, and get pricing directly from manufacturers.MicroscopyMicroscopy is a technique used to observe small objects in detail, from cells to materials, using light or electron microscopes. It enables researchers to examine structures with high resolution, aiding in fields such as biology, medicine, and materials science. With advanced microscopy techniques, scientists can gain insights into cellular processes, tissue structures, and material properties. Explore the best microscopy solutions in our peer-reviewed product directory, compare products, read customer reviews, and get pricing directly from manufacturers.