Adaptive template transformer for mitochondria segmentation in electron microscopy images
Mitochondria, as tiny structures within the cell, are of significant importance to study cell
functions for biological and clinical analysis. And exploring how to automatically segment …
functions for biological and clinical analysis. And exploring how to automatically segment …
Learning cross-representation affinity consistency for sparsely supervised biomedical instance segmentation
Sparse instance-level supervision has recently been explored to address insufficient
annotation in biomedical instance segmentation, which is easier to annotate crowded …
annotation in biomedical instance segmentation, which is easier to annotate crowded …
PCTrans: Position-Guided Transformer with Query Contrast for Biological Instance Segmentation
Recently, query-based transformer gradually draws attention in segmentation tasks due to
its powerful ability. Compared to instance segmentation in natural images, biological …
its powerful ability. Compared to instance segmentation in natural images, biological …
Biomedical Image Segmentation: A Systematic Literature Review of Deep Learning Based Object Detection Methods
Biomedical image segmentation plays a vital role in diagnosis of diseases across various
organs. Deep learning-based object detection methods are commonly used for such …
organs. Deep learning-based object detection methods are commonly used for such …
Domain adaptive synapse detection with weak point annotations
The development of learning-based methods has greatly improved the detection of
synapses from electron microscopy (EM) images. However, training a model for each …
synapses from electron microscopy (EM) images. However, training a model for each …
[引用][C] A 3D semantic segmentation network for accurate neuronal soma segmentation
L Ma, Q Zhong, Y Wang, X Yang… - Journal of Innovative …, 2024 - World Scientific
Neuronal soma segmentation plays a crucial role in neuroscience applications. However,
the fine structure, such as boundaries, small-volume neuronal somata and fibers, are …
the fine structure, such as boundaries, small-volume neuronal somata and fibers, are …