Automatic Neuron Tracing in Volumetric Microscopy Images with Anisotropic Path Searching
نویسندگان
چکیده
Full reconstruction of neuron morphology is of fundamental interest for the analysis and understanding of neuron function. We have developed a novel method capable of tracing neurons in three-dimensional microscopy data automatically. In contrast to template-based methods, the proposed approach makes no assumptions on the shape or appearance of neuron's body. Instead, an efficient seeding approach is applied to find significant pixels almost certainly within complex neuronal structures and the tracing problem is solved by computing an graph tree structure connecting these seeds. In addition, an automated neuron comparison method is introduced for performance evaluation and structure analysis. The proposed algorithm is computationally efficient. Experiments on different types of data show promising results.
منابع مشابه
Segmentation and Tracing of Neurons in 3D
In order to understand the brain, we need to first understand the morphology of neurons. In the neurobiology community, there have been recent pushes to analyze both neuron connectivity and the influence of structure on function. Currently, a technical roadblock that stands in the way of these studies is the inability to automatically trace neuronal structure from microscopy. On the image proce...
متن کاملAPP2: automatic tracing of 3D neuron morphology based on hierarchical pruning of a gray-weighted image distance-tree
MOTIVATION Tracing of neuron morphology is an essential technique in computational neuroscience. However, despite a number of existing methods, few open-source techniques are completely or sufficiently automated and at the same time are able to generate robust results for real 3D microscopy images. RESULTS We developed all-path-pruning 2.0 (APP2) for 3D neuron tracing. The most important idea...
متن کاملAutomatic 3D neuron tracing using all-path pruning
MOTIVATION Digital reconstruction, or tracing, of 3D neuron structures is critical toward reverse engineering the wiring and functions of a brain. However, despite a number of existing studies, this task is still challenging, especially when a 3D microscopic image has low signal-to-noise ratio (SNR) and fragmented neuron segments. Published work can handle these hard situations only by introduc...
متن کاملAutomatic Neuron Reconstruction from Anisotropic Electron Microscopy Volumes
The work presented in this thesis addresses the problem of the automatic extraction of the wiring diagram of a nervous system from anisotropic electron microscopy volumes with high xand y-resolution but low z-resolution, as obtained by serial section electron microscopy imaging procedures. A necessary step towards this goal is the segmentation of neural tissue to separate neuron cell interior f...
متن کاملVelocity Modeling in a Vertical Transversely Isotropic Medium Using Zelt Method
In the present paper, the Zelt algorithm has been extended for ray tracing through an anisotropic model. In anisotropic media, the direction of the propagated energy generally differs from that of the plane-wave propagation. This makes velocity values to be varied in different directions. Therefore, velocity modeling in such media is completely different from that in an isotropic media. The vel...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention
دوره 13 Pt 2 شماره
صفحات -
تاریخ انتشار 2010