窄带损失 - 一个新的损失函数,专注于目标边界损失
概括
新的窄带损失通过专注于器官边界来改善医疗图像细分,在脑部和腹部扫描的精度指标上表现优于传统方法.
科学领域:
- 医学图像分析 医学图像分析
- 对于医学成像的深度学习
- 计算解剖学的计算解剖学
背景情况:
- 医疗图像分割中的当前基于区域的损失函数 (例如,Dice) 将所有像素均等处理,忽略了关键边界区域.
- 临床应用往往需要精确细分器官边界,这是现有损失功能服务不足的区域.
研究的目的:
- 引入一种新的损失函数,狭带损失,旨在提高医疗图像细分中对目标器官边界的关注.
- 评估窄带损失在提高细分精度方面的有效性,特别是围绕边界,与标准损失函数相比.
主要方法:
- 设计的窄带损失,基于区域的损失函数,集成在目标边界周围的窄带内预测的概率.
- 针对多目标细分场景的广义窄带损失.
- 在大脑和腹部成像数据集上测试了拟议的损失函数.
主要成果:
- 窄带损失在Hausdorff 95 (hd95) 和Dice相似系数 (DSC) 的指标上显著改善,而与基线Dice损失相比.
- 该方法有效指导细分网络,以更好地划分目标边界及其周边地区.
结论:
- 窄带损失通过强调边界精度,为医学图像细分提供了一种优越的方法.
- 这种新的损失函数显示了改善需要精确器官细分的临床应用的希望.
相关概念视频
Boundary Conditions: Lossless Lines
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Consider a single-phase, two-wire, lossless transmission line terminated by an impedance at the receiving end and a source with Thevenin voltage and impedance at the sending end. The line, with length, has a surge impedance and wave velocity determined by the line's inductance and capacitance.
At the receiving end, the boundary condition states that the voltage equals the product of the receiving-end impedance and current. This relationship is expressed as a function of the incident and...
At the receiving end, the boundary condition states that the voltage equals the product of the receiving-end impedance and current. This relationship is expressed as a function of the incident and...
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Lossy Lines and Overvoltages
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Transmission-line series resistance and shunt conductance cause three primary effects: attenuation, distortion, and power losses.
Attenuation
When constant series resistance and shunt conductance are present, voltage and current equations are modified. The propagation constant indicates that voltage and current waves consist of both forward and backward traveling components. These waves attenuate as they propagate, with the attenuation factor related to the resistance and conductance. In a...
Attenuation
When constant series resistance and shunt conductance are present, voltage and current equations are modified. The propagation constant indicates that voltage and current waves consist of both forward and backward traveling components. These waves attenuate as they propagate, with the attenuation factor related to the resistance and conductance. In a...
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Traveling Waves: Lossless Lines
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The provided content explores the behavior of traveling waves on single-phase lossless transmission lines. It begins with a single-phase two-wire lossless transmission line of length Δx, characterized by a loop inductance LH/m and a line-to-line capacitance C F/m. These parameters result in a series inductance LΔx and a shunt capacitance CΔx.
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Lossless Lines
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In electrical engineering, a lossless transmission line is characterized by a purely imaginary propagation constant and a resistive characteristic impedance. The ABCD parameters, which describe the relationship between the input and output voltages and currents, indicate an equivalent π circuit with an imaginary series impedance and a shunt admittance. This results in a transmission line that, when the product of the phase constant (beta) and the length of the line is less than pi,...
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Boundary Conditions for Current Density
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Current density becomes discontinuous across an interface of materials with different electrical conductivities. The normal component of the current density is continuous across the boundary.
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Bandpass Sampling
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In signal processing, bandpass sampling is an effective technique for sampling signals that have most of their energy concentrated within a narrow frequency band. This type of signal is known as a bandpass signal. The key principle of bandpass sampling involves sampling the signal at a rate that is greater than twice the signal's bandwidth to prevent aliasing.
A bandpass signal has a spectrum with a lower frequency limit, denoted as ω1, and an upper frequency limit, denoted as ω2....
A bandpass signal has a spectrum with a lower frequency limit, denoted as ω1, and an upper frequency limit, denoted as ω2....
183


