Interactive Volume Visualization of Microscopic Images Using Feature Space Reduction
نویسندگان
چکیده
2 This paper proposes a method for visualizing three-dimensional (3D) microscopic images using feature space reduction. Conventional visualization methods using multi-dimensional transfer function have difficulty in displaying feature space in high dimension and in setting transfer function. Our methods use principle component analysis (PCA) for feature space reduction to support XVHU¶V H[SORUDWLRQ RI WKH feature values and design of the transfer function. We applied this method to two-photon microscopic images and confirmed that neural structures such as soma, dendrite and apical dendrite were distinguishably visualized.
منابع مشابه
Supervised Feature Extraction of Face Images for Improvement of Recognition Accuracy
Dimensionality reduction methods transform or select a low dimensional feature space to efficiently represent the original high dimensional feature space of data. Feature reduction techniques are an important step in many pattern recognition problems in different fields especially in analyzing of high dimensional data. Hyperspectral images are acquired by remote sensors and human face images ar...
متن کاملImmersive Interactive Data Mining and Machine Learning Algorithms for Big Data Visualization
The amount of collected Earth Observation (EO) images is increasing exponentially and their growth is currently in the order of several terabytes per day. Therefore, the ability to automatically store and retrieve these images based on their content is highly desired. Traditional approaches are not accurate and robust enough to handle this massive amount of data. However, the combination of art...
متن کاملStory Telling Aspects in Medical Applications
Although the use of images as well as movies has proven very valuable for presentation purposes in volume visualization, these methods still lack a certain feature, that has become state-of-the-art in other visualization areas, namely interactivity. Giving the consumers of a presentation more interactive freedom would allow them to further investigate the presented visualizations as well as to ...
متن کاملVisualizing time-varying volume data
Studying dynamic aspects of physical and chemical processes is critical to the advances of many sciences. State-of-the-art scientific computing technologies allow accurate numerical modeling of many physical and chemical processes in their spatial and temporal domains. However, an increasingly challenging problem scientists must face is how to effectively explore and understand the resulting ti...
متن کاملModified Dendrogram of High-dimensional Feature Space for Transfer Function Design.
We introduce a modified dendrogram (MD) (with sub-trees to represent the feature space clusters) and display it in continuous space for multi-dimensional transfer function (TF) design and modification. Such a TF for direct volume rendering often employs a multi-dimensional feature space. In an n-dimensional (nD) feature space, each voxel is described using n attributes and represented by a vect...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2013