We use the threestudio implementation for all the baselines. A fixed configuration is used for each method (including ours) without prompt-wise hyperparameter tuning. The results here are without cherry picking.
Dreamfusion-IF
Magic3D-IF-SD
Text2Mesh-IF
ProlificDreamer
Ours
Pikachu with hat
animal skull pile
saber from fate stay night, 3D, girl, anime
a DSLR photo of a squirrel playing guitar
A statue of angel, blender
A product photo of a toy tank
TRUMP figure
Handpainted watercolor windmill, hand-painted
girl riding wolf, cute, cartoon, blender
baby yoda in the style of Mormookiee