Extending neurons from single scalars to 3D vectors, our vector neurons transport SO(3) actions to latent spaces and provide a framework for building equivariance in common neural operations including linear layers, non-linearities, pooling, and normalization.

2021年4月25日 · Extending neurons from 1D scalars to 3D vectors, our vector neurons enable a simple mapping of SO(3) actions to latent spaces thereby providing a framework for building equivariance in common neural operations -- including linear layers, non …

2024年7月11日 · In order to extract more important morphological features of neuron images and achieve accurate classification of the neuron type, a method is proposed that uses Sugeno fuzzy integral...

2024年11月26日 · Our analyzed six levels of information related to neuronal populations, dendritic microenvironments, single-cell full morphology, dendritic and axonal arborization, axonal varicosities, and...

2021年11月20日 · We propose vectored neurons and use the attention mechanism to dynamically generate connection weights between vectored neurons to construct a new type of neural network (called neural function group) and give its calculation formula. The vectorized neuron can be conditionally activated through its activation function.

2023年9月28日 · We consider the problem of finding an accurate representation of neuron shapes, extracting sub-cellular features, and classifying neurons based on neuron shapes. In neuroscience research, the skeleton representation is often used as a compact and abstract representation of neuron shapes.

2024年5月15日 · Neuron and nucleus image pairs are first segmented with edge detection via Sobel filtering and double Otsu thresholding to minimize the effect of intensity variation between cell bodies and ...

2022年10月27日 · Therefore, here, we present an overview of neuron tracing from light microscopy images, focusing on the major milestones in the past few years, including cutting-edge automatic methods, deep-learning-based algorithms, bench testing, databases and single neuron tracing at the mammalian whole-brain level .

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Download Neuron structure concept. Description of the anatomy of the neuron of the brain. Illustration of the structure of a neuron in flat design. Stock Vector and explore similar vectors at Adobe Stock