3D Scene Editing
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.304CLIP Similarity
41
Apr 23, 2026
25.9Text Alignment (TA)
8
Jun 4, 2026
27.7CLIP Similarity
7
Jul 1, 2026
0.151CLIP Directional Similarity
7
Apr 2, 2026
0.731Action Change (CLIPimg)
7
Feb 26, 2026
11.94Time (s)
6
Jun 12, 2026
30.2CLIP Score
6
May 15, 2026
0.146CLIPdir
6
Feb 26, 2026
93.2Decisive Preference Rate
5
Jun 25, 2026
0.898CLIP-S
5
Jun 25, 2026
32.1CS
5
Jun 8, 2026
23.2CLIP Text-Image Similarity
5
Mar 24, 2026
1.1Editing Time
5
Mar 13, 2026
1.6Editing Time
5
Mar 13, 2026
1.3Editing Time
5
Mar 13, 2026
1.2Editing Time
5
Mar 13, 2026
5.48VIEScore
5
Mar 4, 2026
0.27Mean CLIP Similarity
5
Feb 26, 2026
768Prompt Tokens
5
Feb 26, 2026
36.73Alignment
4
Jul 1, 2026
36.73Alignment
4
Jul 1, 2026
31.92PSNR (Delete)
4
Jun 12, 2026
33.57PSNR (Delete)
4
Jun 12, 2026
27.2Text Alignment (TA)
4
Jun 4, 2026
0.253Text Alignment (TA)
4
Jun 4, 2026