diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -13,7 +13,6 @@ tags:
# `xvr`: X-ray to Volume Registration
-[](https://arxiv.org/abs/2503.16309)
[](LICENSE)
@@ -40,6 +39,49 @@ tags:
## Installation and Usage
-This repository contains pretrained pose regression models to be run on public benchmarks datasets (reformatted into DICOM/NIfTI format) available [here](https://huggingface.co/datasets/eigenvivek/xvr-data/tree/main).
+Refer to the [GitHub repository](https://github.com/eigenvivek/xvr) for detailed installation instructions, usage examples, and documentation on training, finetuning, and registration.
-It also contains a foundation pose regression model (`wbct/model.pth`) intended to be quickly finetuned on new scans. Please refer to the [GitHub repository](https://github.com/eigenvivek/xvr) for detailed installation instructions, usage examples, and documentation on training, finetuning, and registration.
+
+## Experiments
+
+#### Models
+
+Pretrained models are available [here](https://huggingface.co/eigenvivek/xvr/tree/main).
+
+#### Data
+
+Benchmarks datasets, reformatted into DICOM/NIfTI files, are available [here](https://huggingface.co/datasets/eigenvivek/xvr-data/tree/main).
+
+If you use the [`DeepFluoro`](https://github.com/rg2/DeepFluoroLabeling-IPCAI2020) dataset, please cite:
+
+ @article{grupp2020automatic,
+ title={Automatic annotation of hip anatomy in fluoroscopy for robust and efficient 2D/3D registration},
+ author={Grupp, Robert B and Unberath, Mathias and Gao, Cong and Hegeman, Rachel A and Murphy, Ryan J and Alexander, Clayton P and Otake, Yoshito and McArthur, Benjamin A and Armand, Mehran and Taylor, Russell H},
+ journal={International journal of computer assisted radiology and surgery},
+ volume={15},
+ pages={759--769},
+ year={2020},
+ publisher={Springer}
+ }
+
+If you use the [`Ljubljana`](https://lit.fe.uni-lj.si/en/research/resources/3D-2D-GS-CA/) dataset, please cite:
+
+ @article{pernus20133d,
+ title={3D-2D registration of cerebral angiograms: A method and evaluation on clinical images},
+ author={Mitrović, Uros˘ and S˘piclin, Z˘iga and Likar, Bos˘tjan and Pernus˘, Franjo},
+ journal={IEEE transactions on medical imaging},
+ volume={32},
+ number={8},
+ pages={1550--1563},
+ year={2013},
+ publisher={IEEE}
+ }
+
+
+#### Logging
+
+We use `wandb` to log experiments. To use this feature, set the `WANDB_API_KEY` environment variable by adding the following line to your `.zshrc` or `.bashrc` file:
+
+```zsh
+export WANDB_API_KEY=your_api_key
+```
\ No newline at end of file
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