ResearchBenchmarks3D Scene Editing on DeltaScene3D Scene Editing on DeltaSceneFollow30.2CLIP ScoreVGGT-Edit25.62426.8122829.188May 14, 2026Evaluation resultsMethodMethodLinksCLIP ScoreC-FIDC-KIDVGGT-EditTime (s)=∼5Time (s)=∼52026.0530.2122.40.048Edit3rTime (s)=∼10Time (s)=∼102026.0528.9130.80.92Omni-3DEditTime (s)=∼115Time (s)=∼1152026.0528.5128.10.85EditSplatTime (s)=∼600Time (s)=∼6002026.0527.1138.50.154GaussCtrlTime (s)=∼300Time (s)=∼3002026.0526.4145.20.192NoPoSplatTime (s)=∼20Time (s)=∼202026.0525.8135.40.112