diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
 
 <img src='assets/teaser.png'/>
 
-### [Paper](https://arxiv.org/abs/1906.09909) | [Pretrained Model]() | [Youtube video](https://youtu.be/HXWR5h5vVYI)
+### [Paper](https://arxiv.org/abs/1906.09909) | [Pretrained Model](https://facevc.blob.core.windows.net/zhanbo/old_photo/colorization_checkpoint.zip) | [Youtube video](https://youtu.be/HXWR5h5vVYI)
 
 **Deep Exemplar-based Video Colorization, CVPR2019**
 
@@ -23,44 +23,78 @@
 
 ## Installation
 
+First use the following commands to prepare the environment:
+
 ```bash
 conda create -n ColorVid python=3.6
 source activate ColorVid
 pip install -r requirements.txt
 ```
 
+Then, download the pretrained models from [this link](https://facevc.blob.core.windows.net/zhanbo/old_photo/colorization_checkpoint.zip), unzip the file and place the files into the corresponding folders:
+
+- `video_moredata_l1` under the `checkpoints` folder
+- `vgg19_conv.pth` and `vgg19_gray.pth` under the `data` folder
+
 ## Data preparation
 
-checkpoint, pre-trained vgg
+In order to colorize your own video, it requires to extract the video frames, and provide a reference image as an example.
 
-- input video frames
-- reference image
-- output
+- Place your video frames into one folder, _e.g._, `./sample_videos/v32_180`
+- Place your reference images into another folder, _e.g._, `./sample_videos/v32`
+
+If you want to _automatically_ retrieve color images, you can try the retrieval algorithm from \[[1](https://github.com/hmmlillian/Gray-Image-Retrieval)\] which will retrieve similar images from the ImageNet dataset. Or you can try [this link](https://github.com/pochih/CBIR) on your own image database.
 
 ## Test
 
 ```bash
-python test.py
+python test.py --image-size [image-size] \
+               --clip_path [path-to-video-frames] \
+               --ref_path [path-to-reference] \
+               --output_path [path-to-output]
 ```
 
+We provide several sample video clips with corresponding references. For example, one can colorize one sample legacy video using:
+
+```bash
+python test.py --clip_path ./sample_videos/clips/v32 \
+               --ref_path ./sample_videos/ref/v32 \
+               --output_path ./sample_videos/output
+```
+
+Note that we use 216\*384 images for training, which has aspect ratio of 1:2. During inference, we scale the input to this size and then rescale the output back to the original size.
+
 ## TODO
 
 - [ ] Release the training code
 - [ ] Prepare the Colab Demo
-- [ ] Output the video
-- [ ] GIF teaser
+- [ ] Legacy photo restoration
 
 ## Citation
 
 If you use this code for your research, please cite our paper.
 
-> @inproceedings{zhang2019deep,
-> title={Deep exemplar-based video colorization},
-> author={Zhang, Bo and He, Mingming and Liao, Jing and Sander, Pedro V and Yuan, Lu and Bermak, Amine and Chen, Dong},
-> booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
-> pages={8052--8061},
-> year={2019}
-> }
+```
+@inproceedings{zhang2019deep,
+title={Deep exemplar-based video colorization},
+author={Zhang, Bo and He, Mingming and Liao, Jing and Sander, Pedro V and Yuan, Lu and Bermak, Amine and Chen, Dong},
+booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
+pages={8052--8061},
+year={2019}
+}
+```
+
+**NOTE**: If you are also interested in restoring the artifacts in the legacy photo, please check our recent work, [bringing old photo back to life](https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life).
+
+```
+@inproceedings{wan2020bringing,
+title={Bringing Old Photos Back to Life},
+author={Wan, Ziyu and Zhang, Bo and Chen, Dongdong and Zhang, Pan and Chen, Dong and Liao, Jing and Wen, Fang},
+booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
+pages={2747--2757},
+year={2020}
+}
+```
 
 ## License
 
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diff --git a/sample_videos/output/v32_04/video.avi b/sample_videos/output/v32_04/video.avi
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diff --git a/legacy_videos/legacy_clips_ref/v32_01.jpg b/sample_videos/ref/v32/01.jpg
similarity index 100%
rename from legacy_videos/legacy_clips_ref/v32_01.jpg
rename to sample_videos/ref/v32/01.jpg
diff --git a/legacy_videos/legacy_clips_ref/v32_02.jpg b/sample_videos/ref/v32/02.jpg
similarity index 100%
rename from legacy_videos/legacy_clips_ref/v32_02.jpg
rename to sample_videos/ref/v32/02.jpg
diff --git a/legacy_videos/legacy_clips_ref/v32_03.jpg b/sample_videos/ref/v32/03.jpg
similarity index 100%
rename from legacy_videos/legacy_clips_ref/v32_03.jpg
rename to sample_videos/ref/v32/03.jpg
diff --git a/legacy_videos/legacy_clips_ref/v32_04.jpg b/sample_videos/ref/v32/04.jpg
similarity index 100%
rename from legacy_videos/legacy_clips_ref/v32_04.jpg
rename to sample_videos/ref/v32/04.jpg
diff --git a/test.py b/test.py
index 1c5aaae..3e60ae7 100644
--- a/test.py
+++ b/test.py
@@ -24,7 +24,7 @@ os.environ["CUDA_VISIBLE_DEVICES"] = "0"
 torch.cuda.set_device(0)
 
 
-def colorize_video(opt, input_path, reference_path, output_path, nonlocal_net, colornet, vggnet):
+def colorize_video(opt, input_path, reference_file, output_path, nonlocal_net, colornet, vggnet):
     # parameters for wls filter
     wls_filter_on = True
     lambda_value = 500
@@ -45,7 +45,7 @@ def colorize_video(opt, input_path, reference_path, output_path, nonlocal_net, c
 
     # if frame propagation: use the first frame as reference
     # otherwise, use the specified reference image
-    ref_name = input_path + filenames[0] if opt.frame_propagate else reference_path
+    ref_name = input_path + filenames[0] if opt.frame_propagate else reference_file
     print("reference name:", ref_name)
     frame_ref = Image.open(ref_name)
 
@@ -136,26 +136,21 @@ def colorize_video(opt, input_path, reference_path, output_path, nonlocal_net, c
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser()
-    parser.add_argument("--frame_propagate", default=False, type=bool)
-    parser.add_argument("--image_size", type=int, default=[216 * 2, 384 * 2])
+    parser.add_argument(
+        "--frame_propagate", default=False, type=bool, help="propagation mode, , please check the paper"
+    )
+    parser.add_argument("--image_size", type=int, default=[216 * 2, 384 * 2], help="the image size, eg. [216,384]")
     parser.add_argument("--cuda", action="store_false")
     parser.add_argument("--gpu_ids", type=str, default="0", help="separate by comma")
-    parser.add_argument("--clips_path", type=str, default="legacy_videos/legacy_clips", help="path of input clips")
-    parser.add_argument(
-        "--ref_path", type=str, default="legacy_videos/legacy_clips_ref", help="path of refernce images"
-    )
-    parser.add_argument(
-        "--output_path", type=str, default="legacy_videos/legacy_clips_output", help="path of output clips"
-    )
+    parser.add_argument("--clip_path", type=str, default="./sample_videos/clips/v32", help="path of input clips")
+    parser.add_argument("--ref_path", type=str, default="./sample_videos/ref/v32", help="path of refernce images")
+    parser.add_argument("--output_path", type=str, default="./sample_videos/output", help="path of output clips")
     opt = parser.parse_args(args=[])
     opt.gpu_ids = [int(x) for x in opt.gpu_ids.split(",")]
     cudnn.benchmark = True
     print("running on GPU", opt.gpu_ids)
 
-    clips = os.listdir(opt.clips_path)
-    clips.sort()
-    clips.reverse()
-
+    clip_name = opt.clip_path.split("/")[-1]
     refs = os.listdir(opt.ref_path)
     refs.sort()
 
@@ -180,19 +175,17 @@ if __name__ == "__main__":
     colornet.cuda()
     vggnet.cuda()
 
-    for clip in clips:
-        clip_name = clip.split("_")[0]
-        for ref_name in refs:
-            try:
-                colorize_video(
-                    opt,
-                    os.path.join(opt.clips_path, clip),
-                    os.path.join(opt.ref_path, ref_name),
-                    os.path.join(opt.output_path, clip_name + "_" + ref_name.split(".")[0]),
-                    nonlocal_net,
-                    colornet,
-                    vggnet,
-                )
-            except Exception as error:
-                print("error when colorizing the video " + ref_name)
-                print(error)
+    for ref_name in refs:
+        try:
+            colorize_video(
+                opt,
+                opt.clip_path,
+                os.path.join(opt.ref_path, ref_name),
+                os.path.join(opt.output_path, clip_name + "_" + ref_name.split(".")[0]),
+                nonlocal_net,
+                colornet,
+                vggnet,
+            )
+        except Exception as error:
+            print("error when colorizing the video " + ref_name)
+            print(error)
diff --git a/utils/util.py b/utils/util.py
index d510d50..3f23a03 100755
--- a/utils/util.py
+++ b/utils/util.py
@@ -255,7 +255,6 @@ def save_frames(image, image_folder, index=None, image_name=None):
 def folder2vid(image_folder, output_dir, filename):
     images = [img for img in os.listdir(image_folder) if img.endswith(".jpg")]
     images.sort()
-    print(images)
     frame = cv2.imread(os.path.join(image_folder, images[0]))
     height, width, layers = frame.shape
     print("writing to video " + os.path.join(output_dir, filename))