diff --git a/README.md b/README.md
index 085d05d..4049a03 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
-## Desription
+## Description
An image crop operator implementation with OpenCV.
@@ -20,34 +20,22 @@ An image crop operator implementation with OpenCV.
## Code Example
-Load a image from path './dog.jpg'.
-
- *Write the pipeline in simplified style:*
+Crop the face from 'einstein.jpg'.
```python
-import towhee
-towhee.glob('./dog.jpg') \
- .image_decode.cv2() \
- .show()
-```
-
-*Write a same pipeline with explicit inputs/outputs name specifications:*
-
-```python
import towhee
-towhee.glob['path']('./dog.jpg') \
- .image_decode.cv2['path', 'img']() \
- .select['img']() \
+bboxes = towhee.glob['path']('einstein.jpg') \
+ .image_decode['path', 'img']() \
+ .face_detection.retinaface['img', ('box','score')]()\
+ .image_crop[('img', 'box'), 'crop'](clamp = True)\
+ .select['img','crop']()\
.show()
```
-
-
-
-
+
@@ -57,9 +45,14 @@ towhee.glob['path']('./dog.jpg') \
Create the operator via the following factory method
-***image_decode.cv2()***
+***image_crop(clamp = True)***
+**Parameters:**
+
+**clamp:** *bool*
+
+ If set True, coordinates of bounding boxes would be clamped into image size.
@@ -67,21 +60,22 @@ Create the operator via the following factory method
## Interface
-An image decode operator takes an image path as input. It decodes the image back to ndarray.
-
+An image crop operator takes an image and bounding boxes as input. It cropes the image into ROIs(region of interest).
**Parameters:**
-**img**: *str*
+**img:** *towhee.types.Image (a sub-class of numpy.ndarray)*
- Image file path.
+ The image need to be cropped.
+**bboxes:** *numpy.ndarray*
+ The nx4 numpy tensor for n bounding boxes need to crop, each row is formatted as (x1, y1, x2, y2).
**Returns**: *towhee.types.Image (a sub-class of numpy.ndarray)*
- The decoded image data as numpy.ndarray.
+ The cropped image data as numpy.ndarray.
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