diff --git a/README.md b/README.md
index 34b6260..c21562e 100644
--- a/README.md
+++ b/README.md
@@ -2,9 +2,9 @@
 
 ## Introduction
 
-I organize this repo just for fun & my personal research. 
+Hope this helps & you enjoy it.  ^_^
+
 
-Hope this helps and you'll enjoy it. : )
 
 ## Structure
 
@@ -19,7 +19,7 @@ mesh/             # written in python(numpy)
 |  render.py             # obj to image using rasterization render
 
 # When can not use vercorization to optimize, loops in python are too slow to use. 
-# So write core parts(loop) in c++, then use cython to compile them.
+# So write core parts(loops) in c++, then use cython to compile them for python api.
 mesh_cython/      # written in c++(cython)
 |  render.py             # the same API as in mesh/render.py, with faster speed.
 |  light.py              # the same API as in mesh/light.py, with faster speed.
@@ -35,42 +35,38 @@ morphabel_model/  # witten in python(numpy)
 
 ## Examples:
 
-* **3dmm**.  `run examples/2_3dmm.py`
+`cd ./examples`
+
+* **3dmm**.  `python 2_3dmm.py`
 
   left:     random example generated by 3dmm
 
-  right:  3d face generated by fitted 3dmm&pose  parameters using 68 key points
+  right:  fitting face with 3dmm using 68 key points
 
-  ![](examples/results/3dmm/generated.jpg) ![](examples/results/3dmm/fitted.jpg)
+  ![](examples/results/3dmm/generated.jpg) ![](examples/results/3dmm/3dmm.gif)
 
-* **transform.**  `python examples/3_transform.py`
+* **transform.**  `python 3_transform.py`  
   left:  
 
   fix camera position & use orthographic projection.  (often used in reconstruction)
 
-  transform face object:
-
-  scale, change pitch angle, change yaw angle, change roll angle
+  then transform face object: scale, change pitch angle, change yaw angle, change roll angle
 
   right: 
 
   fix obj position & use perspective projection(fovy=30).  (simulating real views)
 
-  move camera position and rotate camera:
-
-  from far to near,  down & up, left & right, rotate camera
+  then move camera position and rotate camera: from far to near,  down & up, left & right, rotate camera
 
   ![](examples/results/transform/obj.gif) ![](examples/results/transform/camera.gif)
 
-* **light**.   `python examples/4_light.py`
-
-  single point light:
+* **light**.   `python 4_light.py`  
 
-  from left to right, from up to down, from near to far
+  single point light: from left to right, from up to down, from near to far
 
   ![](examples/results/light/position.gif)
 
-* **image map** `python examples/6_image_map.py`
+* **image map** `python 6_image_map.py`  
 
   render different attributes in image pixels.
 
@@ -78,12 +74,14 @@ morphabel_model/  # witten in python(numpy)
 
   ![](examples/results/image_map/depth.jpg) ![](examples/results/image_map/pncc.jpg) ![](examples/results/image_map/uv_coords.jpg)
 
-* **uv map** `python examples/7_uv_map.py`
+* **uv map** `python 7_uv_map.py`
 
   render different attributes in uv coordinates.
 
   : colors(texture map), position(2d facial image & corresponding position map)
 
+  
+
   ![](examples/results/uv_map/uv_texture_map.jpg) ![](examples/results/uv_map/image.jpg) ![](examples/results/uv_map/uv_position_map.jpg) 
 
 
@@ -92,30 +90,31 @@ morphabel_model/  # witten in python(numpy)
 
 ### Prerequisite
 
-- Python 3 (python 2 should work, but I haven't tested)
+- Python 2 or Python 3 
 
 - Python packages:
   * numpy 
   * skimage (for reading&writing image)
   * scipy (for loading mat)
-  * Cython (for compiling c++ files)
+  * matplotlib (for show)
+  * Cython (for compiling c++ file)
 
 
 ### Usage
 
 1. Clone the repository
 
-```bash
-git clone https://github.com/YadiraF/face3d
-cd face3d
-```
+    ```bash
+    git clone https://github.com/YadiraF/face3d
+    cd face3d
+    ```
 
-2. Compile c++ files (ignore if you use numpy version)
+2. Compile c++ files to .so for python use (ignore if you use numpy version)
 
-```bash
-cd face3d/mesh_cython
-python setup.py build_ext -i 
-```
+    ```bash
+    cd face3d/mesh_cython
+    python setup.py build_ext -i 
+    ```
 
 3. Prepare **BFM** Data (ignore if you don't use 3dmm)
 
@@ -123,3 +122,12 @@ python setup.py build_ext -i
 
 4. Run examples
 
+    (examples use cython version, you can change `mesh_cython` into `mesh` to use numpy version)
+
+    ```bash
+    cd examples
+    python 1_pipeline.py 
+    ```
+
+   
+