Controllable Image Generation on MS-COCO Canny 2017
20.35FIDUNITY_Pre
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UNITY_PreParams (M)=384.83, FLOPs (G)=140.17, Backbone=SDXL2026.06 | 20.35 | 32.18 | |
| UNITY_IndParams (M)=384.83, FLOPs (G)=140.17, Backbone=SDXL2026.06 | 21.18 | 31.86 | |
| UNITY_PreParams. (M)=365.25, FLOPs (G)=135.82, Memory (GB)=24×12026.06 | 21.48 | 28.52 | |
| UNITY_IndParams. (M)=365.25, FLOPs (G)=135.82, Memory (GB)=24×12026.06 | 22.37 | 28.09 | |
| CtrLoRAParams. (M)=398.28, FLOPs (G)=135.15, Memory (GB)=24×42026.06 | 22.59 | 27.16 | |
| ControlNetParams. (M)=361.28, FLOPs (G)=116.61, Memory (GB)=24×22026.06 | 22.84 | 27.41 | |
| UniConParams. (M)=150.00, FLOPs (G)=111.62, Memory (GB)=24×82026.06 | 22.86 | 26.92 | |
| Uni-ControlNetParams. (M)=1271.42, FLOPs (G)=210.77, Memory (GB)=24×82026.06 | 23.11 | 27.21 | |
| ControlNet++Params. (M)=361.28, FLOPs (G)=116.61, Memory (GB)=24×22026.06 | 23.59 | 27.09 | |
| T2I-AdapterParams. (M)=77.37, FLOPs (G)=29.97, Memory (GB)=24×12026.06 | 23.73 | 26.72 | |
| ControlNetParams (M)=1250.98, FLOPs (G)=1336.69, Backbone=SDXL2026.06 | 23.75 | 31.71 | |
| ControlNet++Params (M)=1250.98, FLOPs (G)=1336.69, Backbone=SDXL2026.06 | 24.12 | 31.58 | |
| T2I-AdapterParams (M)=79.03, FLOPs (G)=29.95, Backbone=SDXL2026.06 | 24.89 | 31.42 |