diff --git a/torchvision/transforms.py b/torchvision/transforms.py
index df1bd6b55d9..b5f4306f91c 100644
--- a/torchvision/transforms.py
+++ b/torchvision/transforms.py
@@ -140,6 +140,25 @@ def __call__(self, img):
             return img.resize((ow, oh), self.interpolation)
 
 
+class Crop(object):
+    """Crops the given PIL.Image according to the given top left (x1, y1) and
+    bottom right (x2, y2) coordinates. The coordinates are 0-indexed.
+    """
+
+    def __init__(self, x1, y1, x2, y2):
+        self.x1 = x1
+        self.y1 = y1
+        self.x2 = x2
+        self.y2 = y2
+
+    def __call__(self, img):
+        w, h = img.size
+        assert(self.x1 < w and self.x1 >= 0)
+        assert(self.y1 < h and self.y1 >= 0)
+        assert(self.x2 < w and self.x2 >= 0)
+        assert(self.y2 < h and self.y2 >= 0)
+        return img.crop((self.x1, self.y1, self.x2, self.y2))
+
 class CenterCrop(object):
     """Crops the given PIL.Image at the center to have a region of
     the given size. size can be a tuple (target_height, target_width)