Semantic Editing

For each row, we show the input image on the left, followed by edited multi-view reconstructions. You may hover over and slide the mouse to check the corresponding geometry. We also show the reconstruction video on the right.

We compare the results of our method against the pretrained method and the full fine-tuning method.

A closer check at the personalization without LoRA (Full F.T.) shows that floater artifacts may be introduced in the final video results.



Adding smile to Dwayne Johnson

Pretrained
Full Fine-Tuning
My3DGen
Removing smile from Oprah Winfrey

Pretrained
Full Fine-Tuning
My3DGen
Adding age to Barack Obama

Pretrained
Full Fine-Tuning
My3DGen
Removing smile from Kamala Harris

Pretrained
Full Fine-Tuning
My3DGen
Adding smile to Barack Obama

Pretrained
Full Fine-Tuning
My3DGen
Adding smile to Joe Biden

Pretrained
Full Fine-Tuning
My3DGen
Removing smile from Scarlett Johansson

Pretrained
Full Fine-Tuning
My3DGen
Decreasing age of Scarlett Johansson

Pretrained
Full Fine-Tuning
My3DGen
Adding smile to Xi Jingping

Pretrained
Full Fine-Tuning
My3DGen