Multi-class segmentation of free-form online documents with tree conditional random fields

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 模式分析与学习

	Multi-class segmentation of free-form online documents with tree conditional random fields
	Delaye, Adrien; Liu, Cheng-Lin
发表期刊	INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION
	2014-12-01
卷号	17 期号:4 页码:313-329
文章类型	Article
摘要	We present a new system for predicting the segmentation of online handwritten documents into multiple blocks, such as text paragraphs, tables, graphics, or mathematical expressions. A hierarchical representation of the document is adopted by aggregating strokes into blocks, and interactions between different levels are modeled in a tree Conditional Random Field. Features are extracted, and labels are predicted at each tree level with logistic classifiers, and Belief Propagation is adopted for optimal inference over the structure. Being fully trainable, the system is shown to properly handle difficult segmentation problems arising in unconstrained online note-taking documents, where no prior knowledge is available regarding the layout or the expected content. Our experiments show very promising results and allow to envision fully automatic segmentation of free-form online notes.
关键词	Document Segmentation Online Documents Unconstrained Note-taking Handwriting Conditional Random Fields
WOS标题词	Science & Technology ; Technology
关键词[WOS]	HANDWRITTEN DOCUMENTS ; MODE DETECTION ; CLASSIFICATION ; LINE ; RECOGNITION
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000345094500001
引用统计	被引频次：11[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3076
专题	多模态人工智能系统全国重点实验室_模式分析与学习
作者单位	Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
第一作者单位	模式识别国家重点实验室
推荐引用方式 GB/T 7714	Delaye, Adrien,Liu, Cheng-Lin. Multi-class segmentation of free-form online documents with tree conditional random fields[J]. INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION,2014,17(4):313-329.
APA	Delaye, Adrien,&Liu, Cheng-Lin.(2014).Multi-class segmentation of free-form online documents with tree conditional random fields.INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION,17(4),313-329.
MLA	Delaye, Adrien,et al."Multi-class segmentation of free-form online documents with tree conditional random fields".INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION 17.4(2014):313-329.