Datasets:
Tasks:
Visual Question Answering
Modalities:
Image
Formats:
imagefolder
Languages:
English
Size:
< 1K
Tags:
table-question-answering
table-understanding
markup-driven-understanding
visual-document-understanding
| from __future__ import annotations | |
| from dataclasses import dataclass | |
| from typing import Any, Dict, List, Optional, Tuple | |
| class CellStruct: | |
| id: str | |
| bbox: Tuple[int, int, int, int] # (x1, y1, x2, y2) | |
| bbox_norm: Tuple[float, float, float, float] | |
| row: int | |
| col: int | |
| text: Optional[str] = None | |
| value: Optional[float] = None | |
| is_highlight: bool = False | |
| confidence: Optional[float] = None | |
| def to_dict(self) -> Dict[str, Any]: | |
| return { | |
| "id": self.id, | |
| "bbox": [int(self.bbox[0]), int(self.bbox[1]), int(self.bbox[2]), int(self.bbox[3])], | |
| "bbox_norm": [ | |
| float(self.bbox_norm[0]), | |
| float(self.bbox_norm[1]), | |
| float(self.bbox_norm[2]), | |
| float(self.bbox_norm[3]), | |
| ], | |
| "row": int(self.row), | |
| "col": int(self.col), | |
| "text": self.text, | |
| "value": self.value, | |
| "is_highlight": bool(self.is_highlight), | |
| "confidence": self.confidence, | |
| } | |
| class TableStruct: | |
| image_path: str | |
| image_size: Tuple[int, int] # (W, H) | |
| n_rows: int | |
| n_cols: int | |
| cells: List[CellStruct] | |
| table_bbox: Optional[Tuple[int, int, int, int]] = None | |
| confidence: Optional[float] = None | |
| def to_dict(self) -> Dict[str, Any]: | |
| out: Dict[str, Any] = { | |
| "image_path": self.image_path, | |
| "image_size": [int(self.image_size[0]), int(self.image_size[1])], | |
| "n_rows": int(self.n_rows), | |
| "n_cols": int(self.n_cols), | |
| "cells": [c.to_dict() for c in self.cells], | |
| } | |
| if self.table_bbox is not None: | |
| out["table_bbox"] = [ | |
| int(self.table_bbox[0]), | |
| int(self.table_bbox[1]), | |
| int(self.table_bbox[2]), | |
| int(self.table_bbox[3]), | |
| ] | |
| if self.confidence is not None: | |
| out["confidence"] = float(self.confidence) | |
| return out | |