3D Scene Editing

Benchmarks

Dataset Name	SOTA Method	Metric
Curated evaluation scenes from IN2N, Mip-NeRF 360, BlendedMVS, and LLFF novel viewpoints	TransSplat	CLIP Similarity0.304	41	1mo ago
8 diverse scenes	TRACE	CLIP Directional Similarity0.1514	7	2mo ago
Eval3DEdit	AnchorFlow	Action Change (CLIPimg)0.7313	7	3mo ago
DeltaScene	VGGT-Edit	CLIP Score30.2	6	19d ago
3D Gaussian Splat Editing (evaluation set)	DGE	CLIPdir0.146	6	3mo ago
3D Scene Editing dataset	3DSceneEditor	CLIP Text-Image Similarity23.2	5	2mo ago
PhotoShape	NeuMesh	Editing Time1.1	5	2mo ago
DTU	NeuMesh	Editing Time1.6	5	2mo ago
NeRF Syn.	NeuMesh	Editing Time1.3	5	2mo ago
Phy. Syn.	NeuMesh	Editing Time1.2	5	2mo ago
3D Scene Editing 100 cases (test)	RL3DEdit	VIEScore5.48	5	3mo ago
3D Scene Editing Evaluation Set (full)	CoreEditor	Mean CLIP Similarity0.27	5	3mo ago
3D Scene Editing	BlenderGPT	Prompt Tokens768	5	3mo ago
General Scenarios	3DSceneEditor	CLIPdir0.232	4	8d ago
E2A-Bench (test)	AnyHome	IF (Bathroom)69.7	4	2mo ago
DL3DV-Edit-Bench (test)	Edit3r	CLIP_t2i Score0.266	4	3mo ago
E2A-Bench	Edit-As-Act	OOB Scene Ratio6.16	3	2mo ago
3D Editing Benchmark Scenario S5	EZBlender	TCR58.66	3	3mo ago
3D Editing Benchmark Scenario S4	EZBlender	TCR61.33	3	3mo ago
3D Editing Benchmark Scenario S3	EZBlender	TCR60.66	3	3mo ago
3D Editing Benchmark (Scenario S2)	EZBlender	TCR84.67	3	3mo ago
3D Editing Benchmark Scenario S1	EZBlender	TCR (%)78.67	3	3mo ago
15 distinct single-task prompts	BlenderGPT	LLM Time10.63	3	3mo ago
3D Scene Editing Evaluation Set	GaussianEditor	User Study Score72.28	3	3mo ago
Driving Scenes	RoVES	CLIPdir Similarity25.7	2	8d ago

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