Subject-driven image generation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
81.6DINO Score
113
May 26, 2026
0.774DINO Score
18
Mar 31, 2026
0.839CLIP-I
11
Jul 2, 2026
8.92Composition Single COM
11
Feb 26, 2026
8.89Character PF Score
10
Feb 26, 2026
0.301CLIP-T Score
9
Jun 24, 2026
0.302CLIP-T
8
Feb 26, 2026
90Subject Fidelity Score
8
Feb 26, 2026
49.7Identity Score
6
Jul 2, 2026
72.5Subject Fidelity
6
Mar 10, 2026
69.4Subject Fidelity
6
Mar 10, 2026
17.6Azimuth Angle Error
5
May 26, 2026
80.36IP-Sim
4
May 26, 2026
7.05Subject Consistency (SC)
4
May 21, 2026
0.086Fine-tuning Loss
4
Feb 26, 2026
45.2Image Alignment
4
Feb 26, 2026
0.48Image Fidelity
4
Feb 26, 2026
0.561Image Score
4
Feb 26, 2026
0.488DINO Identity Similarity
4
Feb 26, 2026
82.8Identity Score
3
Jul 2, 2026
66.46IP-Sim Score
3
May 26, 2026
0.061DINO Score
2
May 29, 2026
45.1Win Rate
2
Feb 26, 2026