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About Deepdesrt Deep Learning For Table Detection
This document presents DeepDeSRT, a system for detecting and structurally recognizing tables in document images using deep learning. It uses transfer learning to fine-tune pre-trained object detection and semantic segmentation models for table detection and structure recognition, respectively. Evaluation on public and proprietary datasets shows it outperforms existing rule-based methods, achieving F1 scores of 96.77% for detection and 91.44% for structure recognition. The system provides an end-to-end, data-driven solution for table understanding in document images without relying on heuristics or metadata.
Detailed Information
| Author: | ['Bharat Varshney'] |
|---|---|
| Publication Year: | 2020 |
| Pages: | 6 |
| Language: | English |
| Format: | |
| Price: | FREE |
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