Image-to-3D Generation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
77.53CLIP Similarity
14
Mar 4, 2026
0.84CLIP-Similarity
12
Feb 26, 2026
36.14Uni3D-I
11
Jul 2, 2026
9.26Multi-view Consistency
8
Feb 26, 2026
0.08ULIP Score (Text)
7
May 12, 2026
14.54FID
7
Mar 9, 2026
85Human Pref Win Rate - Geometry Quality
6
Feb 26, 2026
0.758CLIP Score (N)
6
Feb 26, 2026
0.002Ewarp
6
Feb 26, 2026
0.012CD (L2)
5
May 29, 2026
0.494Chamfer Distance (CD)
4
Jun 29, 2026
3.063Q-Align
4
Apr 14, 2026
42.48FID
4
Mar 26, 2026
0.87CLIP-Similarity
4
Feb 26, 2026
53.68Stability HSI (Easy)
3
Mar 17, 2026
12.55p-FID
3
Feb 26, 2026
0.028Chamfer Distance
3
Feb 26, 2026
0.7CLIP Similarity
3
Feb 26, 2026
1MAT
2
May 20, 2026
34.251FID
2
Mar 19, 2026
0.147ULIP-I
2
Feb 26, 2026
32.6FID
1
Feb 26, 2026