readme

README.md

@@ -7,7 +7,8 @@ tags:
 ---
 
 # PAIR-Diffusion Model Card - Stable Diffusion 1.5 finetuned with COCO-Stuff
-[PAIR Diffusion](https://arxiv.org/abs/2303.17546) models an image as composition of multiple objects and aim to control structural and appearance properties of these objects. It allows reference image-guided appearance manipulation and structure editing of an image at an object level. Describing object appearances using text can be challenging and ambiguous, PAIR Diffusion  enables a user to control the appearance of an object using images. Having fine-grained control over appearance at object level can be benefitial for video and 3D where we need to have consistent appearance across time in case of video or across various viewing positions in case of 3D. It can also be interesting to have control over other elementary properties such as illumination and color. We plan to explore these directions in the future.
+[PAIR Diffusion](https://arxiv.org/abs/2303.17546) models an image as composition of multiple objects and aim to control structural and appearance properties of these objects. It allows reference image-guided appearance manipulation and structure editing of an image at an object level. Describing object appearances using text can be challenging and ambiguous, PAIR Diffusion  enables a user to control the appearance of an object using images. Having fine-grained control over appearance and structure at object level can be beneficial for future works in video and 3D beside image editing, 
+            where we need to have consistent appearance across time in case of video or across various viewing positions in case of 3D.
 
 For more information please refer to [GitHub](https://github.com/Picsart-AI-Research/PAIR-Diffusion/), [arXiv](https://arxiv.org/abs/2303.17546)