Inference Efficiency Evaluation
0.0046Inference Latency (s)CS-LSTMs
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CS-LSTMsHardware=GPU 3090 24G, Iterations=5122026.02 | 0.0046 | — | — | 0.043 | 0.0038 | |
| FCVAEHardware=GPU 3090 24G, Iterations=5122026.02 | 0.0077 | — | — | 0.0361 | 0.0077 | |
| TFADHardware=GPU 3090 24G, Iterations=5122026.02 | 0.04 | — | — | 0.127 | 0.04 | |
| Ano-TransformerHardware=GPU 3090 24G, Iterations=5122026.02 | 1.539 | — | — | 0.127 | 1.539 | |
| InformerHardware=GPU 3090 24G, Iterations=5122026.02 | 2.28 | — | — | 0.1436 | 2.28 | |
| T2I-Adapter + IP-AdapterTraining=true, Base Model=SDXL v1.02024.06 | 4.37 | 0 | 4.37 | 13.28 | — | |
| ControlNet + IP-AdapterTraining=true, Base Model=SDXL v1.02024.06 | 6.21 | 0 | 6.21 | 18.09 | — | |
| Uni-ControlNetTraining=true, Base Model=SD v1.52024.06 | 6.96 | 0 | 6.96 | 7.36 | — | |
| Ctrl-XTraining=false, Base Model=SDXL v1.02024.06 | 10.91 | 0 | 10.91 | 11.51 | — | |
| Cross-Image AttentionTraining=false, Base Model=SD v1.52024.06 | 24.47 | 18.33 | 42.8 | 8.85 | — | |
| FreeControlTraining=false, Base Model=SDXL v1.02024.06 | 139.53 | 239.36 | 378.89 | 44.34 | — | |
| Splicing ViT FeaturesTraining=true, Base Model=U-Net2024.06 | 1,557.09 | 0 | 1,557.09 | 3.95 | — |