diff --git a/pyproject.toml b/pyproject.toml
index 608261844..bd940c0b3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,7 +73,9 @@ cloudvol = [
     "zetta_utils[tensor_ops]"
 ]
 augmentations = [
-    "zetta_utils[tensor_ops]"
+    "zetta_utils[tensor_ops]",
+    "imgaug == 0.4.0",
+    "imagecorruptions == 1.1.2",
 ]
 convnet = [
     "torch >= 2.0",
diff --git a/zetta_utils/augmentations/__init__.py b/zetta_utils/augmentations/__init__.py
index 25f615a96..2e405230a 100644
--- a/zetta_utils/augmentations/__init__.py
+++ b/zetta_utils/augmentations/__init__.py
@@ -1,2 +1,3 @@
 from . import tensor
 from .common import prob_aug
+from .imgaug import imgaug
diff --git a/zetta_utils/augmentations/imgaug.py b/zetta_utils/augmentations/imgaug.py
new file mode 100644
index 000000000..9a184042a
--- /dev/null
+++ b/zetta_utils/augmentations/imgaug.py
@@ -0,0 +1,49 @@
+from __future__ import annotations
+
+import einops
+from imgaug import augmenters as iaa
+
+from zetta_utils import builder
+from zetta_utils.tensor_ops import convert
+
+
+@builder.register("imgaug")
+def imgaug(augmentables, augmenters):
+    for k, v in augmentables.items():
+        if k in ("image", "images", "heatmaps", "segmentation_maps"):
+            augmentables[k] = convert.to_np(einops.rearrange(v, "C X Y Z -> Z X Y C"))
+        elif k in ("keypoints", "bounding_boxes", "polygons", "line_strings"):
+            pass
+        else:
+            raise ValueError(f"Unsupported augmentable {k}")
+
+    for augmenter in augmenters:
+        augmentables = augmenter.augment(**augmentables, return_batch=True)
+        augmentables = {
+            k: getattr(augmentables, f"{k}_aug") for k in augmentables.get_column_names()
+        }
+
+    for k, v in augmentables.items():
+        if k in ("image", "images", "heatmaps", "segmentation_maps"):
+            augmentables[k] = convert.to_torch(einops.rearrange(v, "Z X Y C -> C X Y Z"))
+
+    return augmentables
+
+
+def unpack_kwargs(cls):
+    class wrapper(cls):
+        def __call__(kwargs_tuple):
+            super.__call__(**kwargs_tuple)
+
+    return wrapper
+
+
+for k in dir(iaa):
+    if k[0].isupper() and hasattr(getattr(iaa, k), "augment"):
+        builder.register(f"imgaug.augmenters.{k}")(unpack_kwargs(getattr(iaa, k)))
+
+for k in dir(iaa.imgcorruptlike):
+    if k[0].isupper() and hasattr(getattr(iaa.imgcorruptlike, k), "augment"):
+        builder.register(f"imgaug.augmenters.imgcorruptlike.{k}")(
+            unpack_kwargs(getattr(iaa.imgcorruptlike, k))
+        )