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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	3mo ago
3DGS Edited Scene (All Types)	GeM-NR	Text Alignment (TA)25.9	8	1mo ago
3D Scene Editing Evaluation Set (test)	RoMaP	CLIP Similarity27.7	7	25d ago
8 diverse scenes	TRACE	CLIP Directional Similarity0.1514	7	3mo ago
Eval3DEdit	AnchorFlow	Action Change (CLIPimg)0.7313	7	5mo ago
SceneEdit3D-15K	JointEdit3D	Time (s)11.94	6	1mo ago
DeltaScene	VGGT-Edit	CLIP Score30.2	6	2mo ago
3D Gaussian Splat Editing (evaluation set)	DGE	CLIPdir0.146	6	5mo ago
Waymo	Support-Aware Appearance Distillation	Decisive Preference Rate93.2	5	1mo ago
Waymo Open Dataset 12 scene–condition groups	Support-Aware Appearance Distillation	CLIP-S0.898	5	1mo ago
3D-FRONT (test)	Native3D	CS32.1	5	1mo ago
3D Scene Editing dataset	3DSceneEditor	CLIP Text-Image Similarity23.2	5	4mo ago
PhotoShape	NeuMesh	Editing Time1.1	5	4mo ago
DTU	NeuMesh	Editing Time1.6	5	4mo ago
NeRF Syn.	NeuMesh	Editing Time1.3	5	4mo ago
Phy. Syn.	NeuMesh	Editing Time1.2	5	4mo ago
3D Scene Editing 100 cases (test)	RL3DEdit	VIEScore5.48	5	4mo ago
3D Scene Editing Evaluation Set (full)	CoreEditor	Mean CLIP Similarity0.27	5	5mo ago
3D Scene Editing	BlenderGPT	Prompt Tokens768	5	5mo ago
User study 3D Gaussian editing	RoMaP	Alignment36.73	4	25d ago
User Study 3D-OVS and LERF (test)	RoMaP	Alignment36.73	4	25d ago
SceneEdit3D-Bench Edit (test)	JointEdit3D	PSNR (Delete)31.92	4	1mo ago
SceneEdit3D-Bench Background (test)	MVInpainter	PSNR (Delete)33.57	4	1mo ago
3DGS Edited Scene Appearance Change	GeM-NR	Text Alignment (TA)27.2	4	1mo ago
3DGS Edited Scene Object Addition	GeM-NR	Text Alignment (TA)0.253	4	1mo ago

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