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3D Scene Editing research benchmarks – Page 2 · SOTA2 Research

3D Scene Editing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

3DGS Edited Scene (General Nonrigid)

0.27TA

4

Jun 4, 2026

General Scenarios

0.232CLIPdir

4

May 26, 2026

E2A-Bench (test)

69.7IF (Bathroom)

4

Mar 19, 2026

DL3DV-Edit-Bench (test)

0.266CLIP_t2i Score

4

Feb 26, 2026

Tanks and Temples Train and Truck

Support-Aware Appearance Distillation

0.889CLIP Similarity (CLIP-S)

3

Jun 25, 2026

6.16OOB Scene Ratio

3

Mar 19, 2026

3D Editing Benchmark Scenario S5

58.66TCR

3

Feb 26, 2026

3D Editing Benchmark Scenario S4

61.33TCR

3

Feb 26, 2026

3D Editing Benchmark Scenario S3

60.66TCR

3

Feb 26, 2026

3D Editing Benchmark (Scenario S2)

84.67TCR

3

Feb 26, 2026

3D Editing Benchmark Scenario S1

78.67TCR (%)

3

Feb 26, 2026

15 distinct single-task prompts

10.63LLM Time

3

Feb 26, 2026

3D Scene Editing Evaluation Set

72.28User Study Score

3

Feb 26, 2026

25.7CLIPdir Similarity

2

May 26, 2026

Page 2 of 2

Popular datasets

3D Scene Editing 3D Editing Benchmark 3DGS Edited Scene User Study E2A-Bench

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