diff --git a/README.md b/README.md
index 6c62495..b81adb9 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@
IndexTTS: An Industrial-Level Controllable and Efficient Zero-Shot Text-To-Speech System
-
+
## 👉🏻 IndexTTS 👈🏻
@@ -39,131 +39,32 @@ The main improvements and contributions are summarized as follows:
## 📑 Evaluation
-**Word Error Rate (WER) and Speaker Similarity (SS) Results for IndexTTS and Baseline Models**
+**Word Error Rate (WER) Results for IndexTTS and Baseline Models**
+
+
+| **Model** | **aishell1_test** | **commonvoice_20_test_zh** | **commonvoice_20_test_en** | **librispeech_test_clean** | **avg** |
+|:---------------:|:-----------------:|:--------------------------:|:--------------------------:|:--------------------------:|:--------:|
+| **Human** | 2.0 | 9.5 | 10.0 | 2.4 | 5.1 |
+| **CosyVoice 2** | 1.8 | 9.1 | 7.3 | 4.9 | 5.9 |
+| **F5TTS** | 3.9 | 11.7 | 5.4 | 7.8 | 8.2 |
+| **Fishspeech** | 2.4 | 11.4 | 8.8 | 8.0 | 8.3 |
+| **FireRedTTS** | 2.2 | 11.0 | 16.3 | 5.7 | 7.7 |
+| **XTTS** | 3.0 | 11.4 | 7.1 | 3.5 | 6.0 |
+| **IndexTTS** | **1.3** | **7.0** | **5.3** | **2.1** | **3.7** |
+
+
+**Speaker Similarity (SS) Results for IndexTTS and Baseline Models**
+
+| **Model** | **aishell1_test** | **commonvoice_20_test_zh** | **commonvoice_20_test_en** | **librispeech_test_clean** | **avg** |
+|:---------------:|:-----------------:|:--------------------------:|:--------------------------:|:--------------------------:|:---------:|
+| **Human** | 0.846 | 0.809 | 0.820 | 0.858 | 0.836 |
+| **CosyVoice 2** | **0.796** | 0.743 | 0.742 | **0.837** | **0.788** |
+| **F5TTS** | 0.743 | **0.747** | 0.746 | 0.828 | 0.779 |
+| **Fishspeech** | 0.488 | 0.552 | 0.622 | 0.701 | 0.612 |
+| **FireRedTTS** | 0.579 | 0.593 | 0.587 | 0.698 | 0.631 |
+| **XTTS** | 0.573 | 0.586 | 0.648 | 0.761 | 0.663 |
+| **IndexTTS** | 0.744 | 0.742 | **0.758** | 0.823 | 0.776 |
-
-
-
- | Model |
- aishell1_test |
- commonvoice_20_test_zh |
- commonvoice_20_test_en |
- librispeech_test_clean |
- avg |
-
-
- | CER(%)↓ |
- SS↑ |
- CER(%)↓ |
- SS↑ |
- WER(%)↓ |
- SS↑ |
- WER(%)↓ |
- SS↑ |
- CER(%)↓ |
- SS↑ |
-
-
-
- | Human |
- 2.0 |
- 0.846 |
- 9.5 |
- 0.809 |
- 10.0 |
- 0.820 |
- 2.4 |
- 0.858 |
- 5.1 |
- 0.836 |
-
-
- | CosyVoice 2 |
- 1.8 |
- 0.796 |
- 9.1 |
- 0.743 |
- 7.3 |
- 0.742 |
- 4.9 |
- 0.837 |
- 5.9 |
- 0.788 |
-
-
- | F5TTS |
- 3.9 |
- 0.743 |
- 11.7 |
- 0.747 |
- 5.4 |
- 0.746 |
- 7.8 |
- 0.828 |
- 8.2 |
- 0.779 |
-
-
- | Fishspeech |
- 2.4 |
- 0.488 |
- 11.4 |
- 0.552 |
- 8.8 |
- 0.622 |
- 8.0 |
- 0.701 |
- 8.3 |
- 0.612 |
-
-
- | FireRedTTS |
- 2.2 |
- 0.579 |
- 11.0 |
- 0.593 |
- 16.3 |
- 0.587 |
- 5.7 |
- 0.698 |
- 7.7 |
- 0.631 |
-
-
- | XTTS |
- 3.0 |
- 0.573 |
- 11.4 |
- 0.586 |
- 7.1 |
- 0.648 |
- 3.5 |
- 0.761 |
- 6.0 |
- 0.663 |
-
-
- | IndexTTS |
- 1.3 |
- 0.744 |
- 7.0 |
- 0.742 |
- 5.3 |
- 0.753 |
- 2.1 |
- 0.823 |
- 3.7 |
- 0.776 |
-
-
**MOS Scores for Zero-Shot Cloned Voice**
@@ -183,13 +84,10 @@ The main improvements and contributions are summarized as follows:
🌟 If you find our work helpful, please leave us a star and cite our paper.
```
-@misc{deng2025indexttsindustriallevelcontrollableefficient,
- title={IndexTTS: An Industrial-Level Controllable and Efficient Zero-Shot Text-To-Speech System},
- author={Wei Deng and Siyi Zhou and Jingchen Shu and Jinchao Wang and Lu Wang},
- year={2025},
- eprint={2502.05512},
- archivePrefix={arXiv},
- primaryClass={cs.SD},
- url={https://arxiv.org/abs/2502.05512},
+@article{deng2025indextts,
+ title={IndexTTS: An Industrial-Level Controllable and Efficient Zero-Shot Text-To-Speech System},
+ author={Wei Deng, Siyi Zhou, Jingchen Shu, Jinchao Wang, Lu Wang},
+ journal={arXiv preprint arXiv:2502.05512},
+ year={2025}
}
-```
+```
\ No newline at end of file