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diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..94efaf21c495bbd8ae42f43c3764f2436f78ca85
--- /dev/null
+++ b/README.md
@@ -0,0 +1,29 @@
+---
+paper: arxiv:2109.03794
+size_categories:
+- n<1K
+task_categories:
+- object-detection
+tags:
+- image
+---
+
+# Digitize-PID (Symbols only)
+
+**Note**: *I am not the author of this dataset*
+
+An annotated synthetic dataset, Dataset-P&ID, of 500 P&IDs with incorporates different
+types of noise and complex symbols. This dataset contains only the symbols, i.e., under
+the object detection task.
+
+Paliwal, S., Jain, A., Sharma, M., & Vig, L. (2021). Digitize-PID: Automatic Digitization
+of Piping and Instrumentation Diagrams. ArXiv, abs/2109.03794.
+
+- **Original data repository**: https://drive.google.com/drive/u/1/folders/1gMm_YKBZtXB3qUKUpI-LF1HE_MgzwfeR
+- **Paper:** https://arxiv.org/abs/2109.03794
+
+## Dataset Structure
+
+The dataset is split into `train` and `val` splits, with 4:1 ratio.
+Bounding boxes are in `[x_min, y_min, x_max, y_max]` format, and labels correspond to
+symbols as defined in the paper.
diff --git a/scripts/process-dataset.py b/scripts/process-dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..186b0e8133721051943b93f8ce90422dc2c0a7ac
--- /dev/null
+++ b/scripts/process-dataset.py
@@ -0,0 +1,57 @@
+import os
+import random
+import shutil
+from pathlib import Path
+import json
+
+import numpy as np
+
+SEED = 42
+random.seed(SEED)
+np.random.seed(SEED)
+
+
+if __name__ == "__main__":
+    root_indir = Path("./raw-datasets/DigitizePID_Dataset")
+    imgs_indir = root_indir / "image_2"
+    imgs_in = os.listdir(imgs_indir)
+
+    root_outdir = Path("./processed-datasets/DigitizePID_Dataset")
+    # labels_outdir = root_outdir / "labels"
+
+    for split in ("train", "val"):
+        (root_outdir / split).mkdir(parents=True, exist_ok=True)
+        # (root_outdir / "labels" / split).mkdir(parents=True, exist_ok=True)
+
+    imgs_in = os.listdir(imgs_indir)
+    random.shuffle(imgs_in)
+
+    n = len(imgs_in)
+    train_end = int(0.8 * n)
+
+    splits = (
+        ("train", imgs_in[:train_end]),
+        ("val", imgs_in[train_end:]),
+    )
+
+    for split, files in splits:
+        metadata_lines = []
+        for img_fname in files:
+            idx = int(Path(img_fname).stem)
+            shutil.copy(imgs_indir / img_fname, root_outdir / split / img_fname)
+
+            symbols = np.load(
+                root_indir / str(idx) / f"{idx}_symbols.npy", allow_pickle=True
+            )
+
+            metadata_lines.append({
+                "file_name": img_fname,
+                "symbols": {
+                    "bbox": [symbol[1] for symbol in symbols],
+                    "labels": [symbol[2] for symbol in symbols],
+                },
+            })
+
+        with open(root_outdir / split / "metadata.jsonl", "w") as f:
+            for line in metadata_lines:
+                f.write(json.dumps(line) + "\n")