Personalized Image Generation on CustomConcept101
0.6726DINO ScoreLoRA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoRASkip Ratio=-, Training Res.=512×512, Training Mem.=35.99 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.6726 | 0.7961 | 0.2937 | |
| LoRASkip Ratio=-, Training Res.=1024×1024, Training Mem.=8.35 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.6545 | 0.7792 | 0.3096 | |
| DiT-BlockSkipSkip Ratio=30 %, Training Res.=512×512, Training Mem.=4.29 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.6522 | 0.7826 | 0.304 | |
| DiT-BlockSkipSkip Ratio=40 %, Training Res.=512×512, Training Mem.=3.69 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.6489 | 0.781 | 0.3025 | |
| HollowedNetSkip Ratio=30 %, Training Res.=1024×1024, Training Mem.=5.90 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.6459 | 0.7708 | 0.2983 | |
| DiT-BlockSkipSkip Ratio=30 %, Training Res.=256×256, Training Mem.=20.78 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.6455 | 0.7737 | 0.3004 | |
| DiT-BlockSkipSkip Ratio=50 %, Training Res.=512×512, Training Mem.=3.10 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.6441 | 0.7765 | 0.3033 | |
| DiT-BlockSkipSkip Ratio=40 %, Training Res.=256×256, Training Mem.=15.61 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.6377 | 0.7696 | 0.3007 | |
| HollowedNetSkip Ratio=40 %, Training Res.=1024×1024, Training Mem.=5.08 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.6257 | 0.7537 | 0.2932 | |
| DiT-BlockSkipSkip Ratio=50 %, Training Res.=256×256, Training Mem.=10.42 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.6137 | 0.7513 | 0.3056 | |
| LISASkip Ratio=-, Training Res.=512×512, Training Mem.=35.98 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.5985 | 0.7491 | 0.3085 | |
| HollowedNetSkip Ratio=50 %, Training Res.=1024×1024, Training Mem.=4.26 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.5828 | 0.7191 | 0.2955 | |
| LISASkip Ratio=-, Training Res.=1024×1024, Training Mem.=6.67 GiB, Base model=SANA, Inference resolution=1024 × 10242026.03 | 0.4944 | 0.697 | 0.3213 | |
| HollowedNetSkip Ratio=40 %, Training Res.=512×512, Training Mem.=18.40 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.4568 | 0.6662 | 0.3073 | |
| HollowedNetSkip Ratio=30 %, Training Res.=512×512, Training Mem.=24.11 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.4378 | 0.657 | 0.3021 | |
| HollowedNetSkip Ratio=50 %, Training Res.=512×512, Training Mem.=12.23 GiB, Inference resolution=1024 × 1024, Base Model=FLUX2026.03 | 0.4242 | 0.6553 | 0.3061 |