Class Average IoU: 83.40Class Average IoU (Few-shot setting): 78.40
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Document Layout Analysis
"Document Layout Analysis is performed to determine physical structure of a document, that is, to determine document components. These document components can consist of single connected components-regions [...] of pixels that are adjacent to form single regions [...] , or group of text lines. A text line is a group of characters, symbols, and words that are adjacent, “relatively close” to each other and through which a straight line can be drawn (usually with horizontal or vertical orientation)." L. O'Gorman, "The document spectrum for page layout analysis," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 15, no. 11, pp. 1162-1173, Nov. 1993.
Image credit: PubLayNet: largest dataset ever for document layout analysis
개요는 각 항목의 일부입니다. 위 탭에서 전체 기록을 페이지별로 탐색할 수 있습니다.
벤치마크
Papers with Code 아카이브의 데이터셋별 기록 예시입니다. 평가 조건과 지표 방향이 검증되지 않아 순위를 의미하지 않습니다.
Dataset기록된 모델 예시MetricPaperCode
fglihai
Overall: 0.96Title: 0.88Text: 0.97Figure: 0.99
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fglihai
Overall: 0.92Title: 0.84Text: 0.93Figure: 0.97
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데이터셋
7개논문
mAP: 68.8Model Parameters: 174M
mAP: 70.3
mAP: 70.72Model Parameters: 85M
Class Average IoU: 66.50
라이브러리
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