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                         <b>Efficiency.</b>
-                      LEDITS++ offers substantial performance improvements over other image editing methods. 
-                      As a parameter-free approach, LEDITS++ does not require any 
-                      computationally expensive fine-tuning or optimization. 
-                      Consequently, LEDITS++ is orders of magnitude faster than methods like Imagic or Pix2Pix-Zero.
+                      As a parameter-free approach, LEDITS++ does not require any fine-tuning or optimization. 
+                      In addition we use a recent, fast scheduler altogether making LEDITS++ six times faster than recent DDPM inversion.
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                         <b>Versatility.</b>
-                      LEDITS++ re-mains versatile, enabling sheer limitless editing possibilities. 
                       LEDITS++ facilitates fine-grained edits and holistic changes such as style transfer. 
-                      Furthermore, object removal and replacement facilitate even more image editing tasks.
                       To the best of our knowledge, LEDITS++ is the only diffusion-based image editing method 
                       inherently supporting multiple edits in isolation.
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                     <p>
                         <b>Precision.</b>
                       LEDITS++’s methodology keeps edits concise and avoids unnecessary deviations 
-                      from the input image through prefect inversion and use of implict masking. 
-                      Perfect inversion will reconstruct the exact input image if no edit is applied.
-                      Iimplicit masking will semantically ground each edit to relevant image regions - 
-                      specifically important for editing multiple concepts simultaneously. 
+                      from the input image through prefect inversion and use of implict masking 
+                      (specifically important for editing multiple concepts simultaneously). 
                       
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