diff --git a/src/plottools/remove.py b/src/plottools/remove.py
index 1513189..a5110a0 100644
--- a/src/plottools/remove.py
+++ b/src/plottools/remove.py
@@ -7,6 +7,8 @@
 - `remove_lines()`: remove all line artists.
 - `remove_markers()`: remove all line artists with markers that are not connected by lines.
 - `remove_style()`: remove all line artists that match a style.
+- `remove_texts()`: remove text artists.
+- `remove_arrows()`: remove arrow, i.e. annotation artists.
 
 
 ## Install/uninstall remove functions
@@ -91,6 +93,64 @@ def remove_style(ax, **style):
         line.remove()
 
 
+def remove_texts(ax, *indices):
+    """Remove text artists.
+
+    Parameters
+    ----------
+    ax: matplotlib axes
+       Axes from which texts should be removed.
+    indices: list of int or str
+       If specified, remove only the text elements at the specified indices
+       or with the specified text.
+    """
+    texts = []
+    for i in indices:
+        if not isinstance(i, int):
+            texts.append(i)
+    remove_text = []
+    count = 0
+    for a in ax.get_children():
+        if type(a) is mpl.text.Text:
+            if len(indices) == 0 or count in indices or a.get_text() in texts:
+                remove_text.append(a)
+            count += 1
+    for text in remove_text:
+        try:
+            text.remove()
+        except NotImplementedError:
+            text.set_visible(False)
+
+
+def remove_arrows(ax, *indices):
+    """Remove arrow, i.e. annotation artists.
+
+    Parameters
+    ----------
+    ax: matplotlib axes
+       Axes from which arrows should be removed.
+    indices: list of int or str
+       If specified, remove only the annotation elements at the specified indices
+       or with the specified text.
+    """
+    texts = []
+    for i in indices:
+        if not isinstance(i, int):
+            texts.append(i)
+    remove_text = []
+    count = 0
+    for a in ax.get_children():
+        if isinstance(a, mpl.text.Annotation):
+            if len(indices) == 0 or count in indices or a.get_text() in texts:
+                remove_text.append(a)
+            count += 1
+    for text in remove_text:
+        try:
+            text.remove()
+        except NotImplementedError:
+            text.set_visible(False)
+
+
 def install_remove():
     """ Install remove functions on matplotlib axes.
     ```
@@ -107,6 +167,10 @@ def install_remove():
         mpl.axes.Axes.remove_markers = remove_markers
     if not hasattr(mpl.axes.Axes, 'remove_style'):
         mpl.axes.Axes.remove_style = remove_style
+    if not hasattr(mpl.axes.Axes, 'remove_texts'):
+        mpl.axes.Axes.remove_texts = remove_texts
+    if not hasattr(mpl.axes.Axes, 'remove_arrows'):
+        mpl.axes.Axes.remove_arrows = remove_arrows
 
         
 def uninstall_remove():
@@ -124,6 +188,10 @@ def uninstall_remove():
         delattr(mpl.axes.Axes, 'remove_markers')
     if hasattr(mpl.axes.Axes, 'remove_style'):
         delattr(mpl.axes.Axes, 'remove_style')
+    if hasattr(mpl.axes.Axes, 'remove_texts'):
+        delattr(mpl.axes.Axes, 'remove_texts')
+    if hasattr(mpl.axes.Axes, 'remove_arrows'):
+        delattr(mpl.axes.Axes, 'remove_arrows')
 
 
 install_remove()