Update README.md

README.md

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 This repo contains checkpoints from [Denoising Diffusion Bridge Models \(DDBM\)](https://arxiv.org/abs/2309.16948).
 
+<p align="center">
+  <img src="assets/DDBM_teaser.png" width="100%"/>
+</p>
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 We provide here pretrained checkpoints for the image-to-image translation experiments conducted in the paper.
 - DDBM trained on [Edges2Handbags](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/blob/master/docs/datasets.md) using Variance-Preserving (VP) schedule
 - DDBM trained on [DIODE](https://diode-dataset.org/) using Variance-Preserving (VP) schedule
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+- Reference statistics for Edges2Handbags
+- Reference statistics for DIODE
 
 # Datasets
 
 Please follow the provided links above to download respective datasets.
 
+# Evaluation
+
+We provide the reference statistics. For evaluation against the reference stats, please follow the repo [here](https://github.com/alexzhou907/DDBM)