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Use of shape-from-shading to characterize mucosal topography in celiac disease videocapsule images
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作者 Edward J Ciaccio Govind Bhagat +1 位作者 Suzanne K Lewis Peter H Green 《World Journal of Gastrointestinal Endoscopy》 CAS 2017年第7期310-318,共9页
AIM To use a computerized shape-from-shading technique to characterize the topography of the small intestinal mucosa.METHODS Videoclips comprised of 100-200 images each were obtained from the distal duodenum in 8 celi... AIM To use a computerized shape-from-shading technique to characterize the topography of the small intestinal mucosa.METHODS Videoclips comprised of 100-200 images each were obtained from the distal duodenum in 8 celiac and 8 control patients.Images with high texture were selected from each videoclip and projected from two to three dimensions by using grayscale pixel brightness as the Z-axis spatial variable.The resulting images for celiac patients were then ordered using the Marsh score to estimate the degree of villous atrophy,and compared with control data.RESULTS Topographic changes in celiac patient three-dimensional constructs were often more variable as compared to controls.The mean absolute derivative in elevation was 2.34 ± 0.35 brightness units for celiacs vs 1.95 ± 0.28 for controls(P = 0.014).The standard deviation of the derivative in elevation was 4.87 ± 0.35 brightness units for celiacs vs 4.47 ± 0.36 for controls(P = 0.023).Celiac patients with Marsh ⅢC villous atrophy tended to have the largest topographic changes.Plotted in two dimensions,celiac data could be separated from controls with 80% sensitivity and specificity.CONCLUSION Use of shape-from-shading to construct three-dimensional projections approximating the actual spatial geometry of the small intestinal substrate is useful to observe features not readily apparent in two-dimensional videocapsule images.This method represents a potentially helpful adjunct to detect areas of pathology during videocapsule analysis. 展开更多
关键词 腹的疾病 十二指肠 shape-from-shading 小肠 Videocapsule
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基于Phong模型的多幅图像SFS算法研究 被引量:1
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作者 张宁 杨磊 《计算机技术与发展》 2013年第1期9-12,共4页
三维形状恢复是计算机视觉领域的热点之一。目前基于Shape-From-Shading(SFS)的三维形状恢复方法采用描述漫反射的Lambertian模型,其数学形式简单,但重构结果与实际有较大差距。文中提出了一种基于Phong模型的多幅图像SFS三维形状恢复算... 三维形状恢复是计算机视觉领域的热点之一。目前基于Shape-From-Shading(SFS)的三维形状恢复方法采用描述漫反射的Lambertian模型,其数学形式简单,但重构结果与实际有较大差距。文中提出了一种基于Phong模型的多幅图像SFS三维形状恢复算法,该模型是一种典型的描述镜面反射的非Lambertian模型。首先由摄象机获得单目三幅不同光源位置的图像。然后求解由Phong模型描述的三个反射图方程,得到物体表面梯度向量。进一步利用灰度约束和梯度分量约束条件构造目标泛函,建立相应的Eulor-Poision方程并采用离散差分近似微分运算,得到物体表面三维形状恢复的迭代算法。提出的算法利用三幅图像的灰度值建立方程组,求得唯一确定的表面梯度数值,解决了传统单幅图像恢复三维形状的病态问题。同时基于非Lambertian模型建立反射图方程,可对含有镜面反射的表面进行三维形状恢复。最后通过仿真实验说明算法的有效性。 展开更多
关键词 PHONG模型 三维重建 shape-from-shading 反射图方程
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Recognition of Curvature Radius in Robot Moving in Bent Pipe
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作者 周晓 张晓华 +1 位作者 邓宗全 张福恩 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1999年第2期81-84,共4页
This paper translates the recognifion of curvatare radius in robot moving in bent pipe into an issue of shape-from-shading, and introduces genetic algorithms into the optimizaton process to improve the efficiency of o... This paper translates the recognifion of curvatare radius in robot moving in bent pipe into an issue of shape-from-shading, and introduces genetic algorithms into the optimizaton process to improve the efficiency of optimization.Experiments prove that thes method can satisfy the autonomous control requrement for robot moving in bent pipe in both speed and accuray. 展开更多
关键词 Environment RECOGNITION PIPELINE ROBOT shape-from-shading GENETIC algorithms
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