.png){kind=icon}
返回
Vietnamese Document Analysis: Dataset, Method and Benchmark Suite
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2022.3211069.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Document image understanding is increasingly useful since the number of digital documents is increasing day-by-day and the need for automation is increasing. Object detection plays a significant role in detecting vital objects and layouts in document images and contributes to providing a clearer understanding of the documents. Nonetheless, previous research mainly focuses on English document images, and studies on Vietnamese document images are limited. In this study, we extensively benchmark state-of-the-art object detectors and analyze the performance of each method on Vietnamese document images. Moreover, we also investigate the effectiveness of four different loss functions on the experimental object detection methods. Extensive experiments on the UIT-DODV dataset are conducted to provide insightful discussions.
Keyword:
Object detection
Layout
Text analysis
Convolutional neural networks
Benchmark testing
Portable document format
Detectors
Deep learning
Image processing
Convolutional neural network
deep learning
page object detection
Vietnamese document image
image processing
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
分享收藏
分享收藏Conductivity Enhancement in Thin Silicon-on-Insulator Layer Embedding Artificial Dislocation Network
PREAI
分享收藏X-ray scattering as a probe for warm dense mixtures and high-pressure miscibilityX射线散射作为温暖致密混合物和高压混溶性的探针OAAI
OAAI分享收藏Incomplete sister chromatid separation is the mechanism of programmed chromosome elimination during early Sciara coprophila embryogenesis.png)
Development
DevelopmentIF0
PREAI
分享收藏
查看更多内容