Update README.md

README.md

@@ -22,15 +22,15 @@ conda create -n nephi python=3.7
 pip install -e .
 ```
 
-## Train the single-res nephi model
+## Train the single-res NePhi model
 ```
 python demos/train.py -o=[OUTPUT_FOLDER] -d=[DATASET_FOLDER] -e=[EXPERIMENT_NAME] --train_config=./demos/configs/hybrid_encoder_single_res_reg_full_lung_config.py --epochs_pretrain=2600 --eval_period=-1 --save_period=200 --batch_size=8 -g 0 1 2 3 --lr=1e-4 --lr_step=3000 --with_augmentation=0
 ```
 
 ## Citation
 ```
 @article{tian2023texttt,
-  title={$$\backslash$texttt $\{$NePhi$\}$ $: Neural Deformation Fields for Approximately Diffeomorphic Medical Image Registration},
+  title={NePhi: Neural Deformation Fields for Approximately Diffeomorphic Medical Image Registration},
   author={Tian, Lin and Greer, Hastings and Est{\'e}par, Ra{\'u}l San Jos{\'e} and Sengupta, Roni and Niethammer, Marc},
   journal={arXiv preprint arXiv:2309.07322},
   year={2023}