diff --git a/codes/models/steps/injectors.py b/codes/models/steps/injectors.py
index e65a1978..7d0584cc 100644
--- a/codes/models/steps/injectors.py
+++ b/codes/models/steps/injectors.py
@@ -32,6 +32,8 @@ def create_injector(opt_inject, env):
         return ImagePatchInjector(opt_inject, env)
     elif type == 'concatenate':
         return ConcatenateInjector(opt_inject, env)
+    elif type == 'margin_removal':
+        return MarginRemoval(opt_inject, env)
     else:
         raise NotImplementedError
 
@@ -203,4 +205,15 @@ class ConcatenateInjector(Injector):
 
     def forward(self, state):
         input = [state[i] for i in self.input]
-        return {self.opt['out']: torch.cat(input, dim=self.dim)}
\ No newline at end of file
+        return {self.opt['out']: torch.cat(input, dim=self.dim)}
+
+
+# Removes margins from an image.
+class MarginRemoval(Injector):
+    def __init__(self, opt, env):
+        super(MarginRemoval, self).__init__(opt, env)
+        self.margin = opt['margin']
+
+    def forward(self, state):
+        input = state[self.input]
+        return {self.opt['out']: input[:, :, self.margin:-self.margin, self.margin:-self.margin]}
\ No newline at end of file