Concepedia

Fully Automatic Segmentation of Brain Tumor Images Using Support Vector Machine Classification in Combination with Hierarchical Conditional Random Field Regularization

Stefan Bauer, Lutz-P. Nolte, Mauricio Reyes

Lecture notes in computer science · 2011 · 369 citations · 9 references

Concepts

ComputingComputer ScienceOncologyComputer VisionMachine LearningNeuro-oncologyBrain TumorsComputer-aided DiagnosisImage SegmentationMedical Image AnalysisMedical ImagingSupport Vector MachinesAutomatic SegmentationConditional Random FieldsLesion SegmentationMedical Image SegmentationTumor Segmentation

References

9

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

Learning With Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

Christopher K. I. Williams · Journal of the American Statistical Association · 2003 · 4.3K citations

Computing, Computer Science, Data Science +12

Interactive graph cuts for optimal boundary & region segmentation of objects in N-D images

Yuri Boykov, Marie‐Pierre Jolly · 2002 · 3.7K citations

Computing, Computer Science, Biomedical Imaging +12

Brain tumor target volume determination for radiation treatment planning through automated MRI segmentation

Gloria Patrika Mazzara, Robert P. Velthuizen, J. Pearlman et al. · International Journal of Radiation Oncology*Biology*Physics · 2004 · 213 citations

Medicine, Radiation Oncology, Radiology +16

Performance vs computational efficiency for optimizing single and dynamic MRFs: Setting the state of the art with primal-dual strategies

Nikos Komodakis, Georgios Tziritas, Nikos Paragios · Computer Vision and Image Understanding · 2008 · 179 citations

Natural Sciences, Computer Engineering, Optimization +10