Text-to-Image Generation on T2I-CompBench (Overall Score)
0.4625T2I-CompBench ScoreDTM++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DTM++Head Type=MLP, Head Size=mid, Head Seq scale=1, Head batch size=16, Weighting=πln(0, 1) × πln(0, 1), Sampling=c = 0.2, τ = 12025.12 | 0.4625 | 0.66 | |
| DTMHead Type=MLP, Head Size=mid, Head Seq scale=1, Head batch size=16, Weighting=πln(0, 1) × πln(0, 1), Sampling=linear2025.12 | 0.4549 | 0.51 | |
| DTM+Head Type=Transformer, Head Size=mid, Head Seq scale=4, Head batch size=16, Weighting=πln(0, 1) × πln(0, 1), Sampling=c = 0.8, τ = 322025.12 | 0.4487 | 0.58 | |
| DTMHead Type=Transformer, Head Size=mid, Head Seq scale=4, Head batch size=16, Weighting=πln(0, 1) × πln(0, 1), Sampling=linear2025.12 | 0.4461 | 0.52 | |
| DTMHead Type=MLP, Head Size=mid, Head Seq scale=1, Head batch size=4, Weighting=U(0, 1) × U(0, 1), Sampling=linear2025.12 | 0.4422 | 0.36 | |
| MARHead Type=MLP, Head Size=mid, Head Seq scale=1, Head batch size=4, Weighting=U(0, 1), Sampling=linear2025.12 | 0.4393 | 0.19 | |
| DTMHead Type=Transformer, Head Size=mid, Head Seq scale=1, Head batch size=4, Weighting=U(0, 1) × U(0, 1), Sampling=linear2025.12 | 0.434 | 0.43 | |
| FMWeighting=πln(0, 1), Sampling=linear2025.12 | 0.4332 | 0.28 | |
| DTMHead Type=Convolution, Head Size=mid, Head Seq scale=1, Head batch size=4, Weighting=U(0, 1) × U(0, 1), Sampling=linear2025.12 | 0.4294 | 0.4 | |
| FMWeighting=U(0, 1), Sampling=linear2025.12 | 0.4252 | 0.16 | |
| DTM (Dense)Head Type=Dense, Weighting=U(0, 1) × U(0, 1), Sampling=linear2025.12 | 0.4185 | 0.25 | |
| InfSplignBackbone=SD v2.1, Fine-tuning=false, Extra Inputs=false, Venue=-2025.12 | 0.4172 | — | |
| MARSampling=argmax2025.12 | 0.3944 | 0.19 | |
| ARSampling=argmax2025.12 | 0.3879 | 0.17 | |
| InfSplignBackbone=SD v1.4, Fine-tuning=false, Extra Inputs=false, Venue=-2025.12 | 0.3771 | — | |
| ARHead Type=MLP, Head Size=mid, Head Seq scale=1, Head batch size=4, Weighting=U(0, 1), Sampling=linear2025.12 | 0.3429 | 0.08 | |
| CoMPaSSBackbone=SD v1.4, Fine-tuning=true, Extra Inputs=false, Venue=ICCV252025.12 | 0.34 | — | |
| RevisionBackbone=SD v1.4, Fine-tuning=false, Extra Inputs=true, Venue=ECCV242025.12 | 0.334 | — | |
| CoMPaSSBackbone=SD v2.1, Fine-tuning=true, Extra Inputs=false, Venue=ICCV252025.12 | 0.32 | — | |
| SPRIGHTBackbone=SD v2.1, Fine-tuning=true, Extra Inputs=false, Venue=ECCV242025.12 | 0.2133 | — | |
| STORMBackbone=SD v2.1, Fine-tuning=false, Extra Inputs=false, Venue=CVPR252025.12 | 0.1981 | — | |
| STORMBackbone=SD v1.4, Fine-tuning=false, Extra Inputs=false, Venue=CVPR252025.12 | 0.1613 | — | |
| Att.&Ex.Backbone=SD v2.1, Fine-tuning=false, Extra Inputs=false, Venue=SGRAPH232025.12 | 0.1455 | — | |
| Struc. Diff.Backbone=SD v2.1, Fine-tuning=false, Extra Inputs=false, Venue=ICLR232025.12 | 0.1386 | — | |
| BaselineBackbone=SD v2.1, Venue=-2025.12 | 0.1342 | — | |
| BaselineBackbone=SD v1.4, Venue=-2025.12 | 0.1246 | — | |
| Comp. Diff.Backbone=SD v2.1, Fine-tuning=true, Extra Inputs=false, Venue=ECCV222025.12 | 0.08 | — |