Color-constrained image generation on color-constrained image generation
4.88Latency (s)InST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InSTBase Model=SD1.4, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU, Sample-specific tuning=true2026.06 | 4.88 | — | |
| UnconstrainedBase Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 10.67 | — | |
| MPGDBase Model=SD1.4, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 10.83 | — | |
| HIG (w/o post-hoc OT)Base Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 12.87 | 2.2 | |
| DreamBooth LoRABase Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU, Sample-specific tuning=true2026.06 | 13.01 | 2.34 | |
| HIG (w/ post-hoc OT)Base Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 15.06 | 4.39 | |
| ControlNet++ (Softedge)Base Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 15.51 | 4.84 | |
| ControlNet++ (OpenPose)Base Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 17.19 | 6.52 | |
| StyleIDBase Model=SD1.4, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 23.89 | — | |
| ControlNet++ (Depth)Base Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 25.47 | 14.8 | |
| PixelShufflerBase Model=N/A, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU, Sample-specific tuning=true2026.06 | 38.42 | — | |
| StyleShotBase Model=SD1.5, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 44.91 | — | |
| InstantStyle++Base Model=SDXL, Sampling steps=50, Precision=FP16, Hardware=NVIDIA A100 GPU2026.06 | 79.52 | 68.85 |