:sparkles: update doc

.gitignore

@@ -1,4 +1,4 @@
 *.pt
 *.yaml
-__pycache__
-*.png
+**/__pycache__
+*.pyc

README.md

@@ -1,6 +1,13 @@
 # MVDream-HF
 
-A huggingface implementation of MVDream, used for quick one-line download. See [huggingface repo](https://huggingface.co/KokeCacao/mvdream-hf/tree/main) that hosts sd-v1.5 version.
+<p align="center">
+  <img src="https://huggingface.co/KokeCacao/mvdream-hf/blob/main/doc/image_0.png" height="256">
+  <img src="https://huggingface.co/KokeCacao/mvdream-hf/blob/main/doc/image_1.png" height="256">
+  <img src="https://huggingface.co/KokeCacao/mvdream-hf/blob/main/doc/image_2.png" height="256">
+  <img src="https://huggingface.co/KokeCacao/mvdream-hf/blob/main/doc/image_3.png" height="256">
+</p>
+
+A huggingface implementation of MVDream, used for quick one-line download. See [huggingface repo](https://huggingface.co/KokeCacao/mvdream-hf/tree/main) that hosts sd-v1.5 version. See [github repo](https://github.com/KokeCacao/mvdream-hf) for convertion code.
 
 ## Convert Original Weights to Diffusers
 
@@ -8,15 +15,23 @@ Download original MVDream checkpoint through one of the following sources:
 
 ```bash
 # for sd-v1.5 (recommended for production)
-wget https://huggingface.co/MVDream/MVDream/resolve/main/sd-v1.5-4view.pt .
-wget https://raw.githubusercontent.com/bytedance/MVDream/main/mvdream/configs/sd-v1.yaml .
+wget https://huggingface.co/MVDream/MVDream/resolve/main/sd-v1.5-4view.pt
+wget https://raw.githubusercontent.com/bytedance/MVDream/main/mvdream/configs/sd-v1.yaml
 
 # for sd-v2.1 (recommended for publication)
-wget https://huggingface.co/MVDream/MVDream/resolve/main/sd-v2.1-base-4view.pt .
-wget https://raw.githubusercontent.com/bytedance/MVDream/main/mvdream/configs/sd-v2-base.yaml .
+wget https://huggingface.co/MVDream/MVDream/resolve/main/sd-v2.1-base-4view.pt
+wget https://raw.githubusercontent.com/bytedance/MVDream/main/mvdream/configs/sd-v2-base.yaml
 ```
 
 Hugging Face diffusers weights are converted by script:
 ```bash
 python ./scripts/convert_mvdream_to_diffusers.py --checkpoint_path ./sd-v1.5-4view.pt --dump_path . --original_config_file ./sd-v1.yaml --test
 ```
+
+---
+language: 
+  - en
+thumbnail: "url to a thumbnail used in social sharing"
+tags:
+- diffusers
+---