Human Pose Conditioned Image Generation on Single-person images derived from Stable Diffusion XL (val)
0.5Optimizer Memory (GB)COAP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| COAPRank Ratio=8, Optimization Precision=8-bit2024.11 | 0.5 | 19.3 | 18.9 | 69.9 | — | 13 | |
| COAPRank Ratio=82024.11 | 0.9 | 25.8 | 70.2 | 72.6 | — | 6 | |
| COAPRank Ratio=4, Optimization Precision=8-bit2024.11 | 1 | 19.4 | 19.2 | 71.5 | — | 15 | |
| COAPRank Ratio=42024.11 | 1.8 | 50.9 | 70.4 | 72.1 | — | 5 | |
| COAPRank Ratio=2, Optimization Precision=8-bit2024.11 | 1.9 | 18.7 | 66.9 | 72.2 | — | 17 | |
| GaLoreRank Ratio=8, Optimization Precision=8-bit2024.11 | 2.3 | 18.6 | 18.2 | 19.7 | — | 45 | |
| GaLoreRank Ratio=82024.11 | 2.7 | 18.6 | 18.2 | 19.7 | — | 35 | |
| GaLoreRank Ratio=2, Optimization Precision=8-bit2024.11 | 3.1 | 19.6 | 20.8 | 20.9 | — | 49 | |
| GaLoreRank Ratio=4, Optimization Precision=8-bit2024.11 | 3.1 | 18.8 | 19.7 | 19.8 | — | 50 | |
| GaLoreRank Ratio=42024.11 | 3.5 | 18.9 | 19.7 | 19.5 | — | 39 | |
| COAPRank Ratio=22024.11 | 3.6 | 66.6 | 71.6 | 73.4 | — | 4 | |
| FloraRank Ratio=22024.11 | 3.9 | 18 | 18.9 | 19.6 | — | 16 | |
| GaLoreRank Ratio=22024.11 | 4.7 | 18.6 | 67 | 72.7 | — | 39 | |
| Adafactor2024.11 | 5.1 | 19.2 | 70 | 72.7 | — | 22.3 | |
| AdamW2024.11 | 9.3 | 18.3 | 19.1 | 19.9 | — | 19.3 |