Update README.md

README.md

@@ -12,6 +12,8 @@ Reflow has interesting theoretical properties. You may check [this ICLR paper](h
 
 ## Images Generated from Random Diffusion DB prompts
 
+We compare SD 1.5+DPM-Solver and 2-Rectified Flow with random prompts from Diffusion DB. 2-Rectiifed Flow is straighter.
+
 | ![image/png](https://cdn-uploads.huggingface.co/production/uploads/646b0bbdec9a61e871799339/MXEZ5YQtsnr70XzVnH8gQ.png) |
 | :---: |
 | **Prompt**: a renaissance portrait of dwayne johnson, art in the style of rembrandt. |
@@ -38,13 +40,23 @@ The final model is **2-Rectified Flow**.
 
 ## Evaluation Results - Metrics
 
-The following metrics of 2-Rectified Flow are measured on MS COCO 2017 with 5000 images and 25-step Euler solver.
+The following metrics of 2-Rectified Flow are measured on MS COCO 2017 with 5000 images and 25-step Euler solver:
+
+*FID-5k = 21.5, CLIP score = 0.315*
+
+Few-Step performance:
 
-FID-5k = 21.5, CLIP score = 0.315
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/646b0bbdec9a61e871799339/GS_ApYjpbtmwnICgHOZmD.png)
 
 ## Evaluation Results - Impact of Guidance Scale
 
-We 
+We evaluate the impact of the guidance scale on 2-Rectified Flow.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/646b0bbdec9a61e871799339/h_GbLBjnE8tP67Fgzj6ER.png)
+
+Trade-off Curve:
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/646b0bbdec9a61e871799339/ldplYcANcoPogbqdOP1p9.png)
 
 ## Citation
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