diff --git a/README.md b/README.md
index 0a2350a..7a83f47 100644
--- a/README.md
+++ b/README.md
@@ -1,16 +1,25 @@
# F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching
+
+
+

+
+
+
[](https://github.com/SWivid/F5-TTS)
[](https://arxiv.org/abs/2410.06885)
[](https://swivid.github.io/F5-TTS/)
[](https://huggingface.co/spaces/mrfakename/E2-F5-TTS)
+[](https://x-lance.sjtu.edu.cn/)
**F5-TTS**: Diffusion Transformer with ConvNeXt V2, faster trained and inference.
-**E2 TTS**: Flat-UNet Transformer, closest reproduction.
+**E2 TTS**: Flat-UNet Transformer, closest reproduction from [paper](https://arxiv.org/abs/2406.18009).
**Sway Sampling**: Inference-time flow step sampling strategy, greatly improves performance
+### Thanks to all the contributors !
+
## Installation
Clone the repository: