Document parsing is essential for converting unstructured and semi-structured documents-
such as contracts, academic papers, and invoices-into structured, machine-readable data …

Tables and figures are usually used to present information in a structured and visual way in
scientific documents. Understanding the tables and figures in scientific documents is …

Data extraction from line-chart images is an essential component of the automated
document understanding process, as line charts are a ubiquitous data visualization format …

Charts are a visualization tool used in scientific documents to facilitate easy comprehension
of complex relationships underlying data and experiments. Researchers use various chart …

In scientific publications, a substantial part of the information is expressed via figures
containing images and diagrams. Hence, the retrieval of relevant figures given a natural …

The conventional approach to image recognition has been based on raster graphics, which
can suffer from aliasing and information loss when scaled up or down. In this paper, we …

Incorporating charts into technical documents enhances richness by simplifying complex
data representation and improving comprehension. However, automated chart content …

Charts represent an essential source of visual information in documents and facilitate a
deep understanding and interpretation of information typically conveyed numerically. In the …

Text role classification involves classifying the semantic role of textual elements within
scientific charts. We propose to finetune the multimodal document layout analysis models …

We introduce a novel bottom-up approach for the extraction of chart data. Our model utilizes
images of charts as inputs and learns to detect keypoints (KP), which are used to reconstruct …