Memorization Detection on SD LAION Lexica COCO-2017 GPT-4 1000 prompts 1.4 (Evaluation)
0.9997AUCBroken Memories
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Broken MemoriesScheduler=DDIM, Step Interval=All Steps2026.05 | 0.9997 | 0.994 | |
| Jeon et al.Scheduler=DDIM, Step Interval=First 3 Steps2026.05 | 0.9994 | 0.99 | |
| Broken MemoriesScheduler=DDIM, Step Interval=Avg. on Steps2026.05 | 0.9993 | 0.9904 | |
| Wen et al.Scheduler=DDIM, Step Interval=First 3 Steps2026.05 | 0.9983 | 0.986 | |
| Broken MemoriesScheduler=DDIM, Step Interval=First 3 Steps2026.05 | 0.9982 | 0.99 | |
| Wen et al.Scheduler=DDIM, Step Interval=Avg. on Steps2026.05 | 0.9981 | 0.9825 | |
| Wen et al.Scheduler=DDIM, Step Interval=All Steps2026.05 | 0.9978 | 0.986 | |
| Ren et al.Scheduler=DDIM, Step Interval=All Steps2026.05 | 0.9444 | 0.724 | |
| Wen et al.Scheduler=PNDM, Step Interval=First 3 Steps2026.05 | 0.0002 | 0.006 | |
| Broken MemoriesScheduler=PNDM, Step Interval=Avg. on Steps2026.05 | 0.0002 | 0.0017 | |
| Wen et al.Scheduler=PNDM, Step Interval=Avg. on Steps2026.05 | 0.0001 | 0.0024 | |
| Broken MemoriesScheduler=PNDM, Step Interval=All Steps2026.05 | 0.0001 | 0.002 | |
| Jeon et al.Scheduler=PNDM, Step Interval=First 3 Steps2026.05 | 0 | 0.004 | |
| Wen et al.Scheduler=PNDM, Step Interval=All Steps2026.05 | -0.0001 | 0.002 | |
| Broken MemoriesScheduler=PNDM, Step Interval=First 3 Steps2026.05 | -0.0002 | 0.002 | |
| Ren et al.Scheduler=PNDM, Step Interval=All Steps2026.05 | -0.0049 | -0.026 |