Update README.md

README.md

@@ -27,6 +27,18 @@ pip install -e .
 cd egs2/voxceleb/spk1
 ./run.sh --skip_data_prep false --skip_train true --download_model espnet/voxcelebs12_ska_wavlm_frozen
 ```
+```python
+import numpy as np
+from espnet2.bin.spk_inference import Speech2Embedding
+
+# from uploaded models
+speech2spk_embed = Speech2Embedding.from_pretrained(model_tag="espnet/voxcelebs12_ska_wavlm_frozen")
+embedding = speech2spk_embed(np.zeros(16500))
+
+# from checkpoints trained by oneself
+speech2spk_embed = Speech2Embedding(model_file="model.pth", train_config="config.yaml")
+embedding = speech2spk_embed(np.zeros(32000))
+```
 
 <!-- Generated by scripts/utils/show_spk_result.py -->
 # RESULTS
@@ -260,32 +272,20 @@ distributed: true
 ### Citing ESPnet
 
 ```BibTex
+@article{jung2024espnet,
+  title={ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf models},
+  author={Jung, Jee-weon and Zhang, Wangyou and Shi, Jiatong and Aldeneh, Zakaria and Higuchi, Takuya and Theobald, Barry-John and Abdelaziz, Ahmed Hussen and Watanabe, Shinji},
+  journal={arXiv preprint arXiv:2401.17230},
+  year={2024}
+}
+
 @inproceedings{watanabe2018espnet,
   author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
   title={{ESPnet}: End-to-End Speech Processing Toolkit},
   year={2018},
-  booktitle={Proceedings of Interspeech},
+  booktitle={Proc. Interspeech},
   pages={2207--2211},
   doi={10.21437/Interspeech.2018-1456},
   url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
 }
-
-
-
-
-
-
-```
-
-or arXiv:
-
-```bibtex
-@misc{watanabe2018espnet,
-  title={ESPnet: End-to-End Speech Processing Toolkit},
-  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
-  year={2018},
-  eprint={1804.00015},
-  archivePrefix={arXiv},
-  primaryClass={cs.CL}
-}
 ```