Text-to-Image Generation on MS-COCO 256x256 (val)
5.4FIDU-ViT-S/2 (Deep)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| U-ViT-S/2 (Deep)Type=Diffusion, NFE=50, Resolution=256x2562025.09 | 5.4 | — | — | |
| U-ViT-S/2Type=Diffusion, NFE=50, Resolution=256x2562025.09 | 5.95 | — | — | |
| ImagenEvaluation Protocol=Zero-shot, Guidance Weight (64x64)=1.35, Guidance Weight (super-resolution)=82022.05 | 7.27 | — | — | |
| U-NetType=Diffusion, NFE=50, Resolution=256x2562025.09 | 7.32 | — | — | |
| Make-A-SceneZero-shot=false2022.04 | 7.55 | — | — | |
| Make-A-SceneEvaluation Protocol=Trained on MS-COCO2022.05 | 7.55 | — | — | |
| EasyGenEvaluation Protocol=Fine-tuned on MS-COCO, Model Type=MM-Model2023.10 | 7.68 | — | — | |
| EasyGen w/o adapterEvaluation Protocol=Fine-tuned on MS-COCO, Model Type=MM-Model2023.10 | 7.89 | — | — | |
| MM-GATType=GAN, NFE=1, CLIP image encoder=false, Resolution=256x2562025.09 | 7.98 | — | — | |
| LAFITEZero-shot=false2021.12 | 8.12 | — | — | |
| LAFITEZero-shot=false2022.04 | 8.12 | — | — | |
| LAFITEEvaluation Protocol=Trained on MS-COCO2022.05 | 8.12 | — | — | |
| UniDiffuserEvaluation Protocol=Fine-tuned on MS-COCO, Model Type=Diffusion Model2023.10 | 8.12 | — | — | |
| LAFITEType=GAN, NFE=1, CLIP image encoder=true, Resolution=256x2562025.09 | 8.12 | — | — | |
| FridoType=Diffusion, NFE=200, Resolution=256x2562025.09 | 8.97 | — | — | |
| EasyGenEvaluation Protocol=Zero-Shot, Model Type=MM-Model2023.10 | 9.16 | — | — | |
| XMC-GANZero-shot=false2021.12 | 9.33 | — | — | |
| XMC-GANZero-shot=false2022.04 | 9.33 | — | — | |
| XMC-GANEvaluation Protocol=Trained on MS-COCO2022.05 | 9.33 | — | — | |
| XMC-GANType=GAN, NFE=1, Resolution=256x2562025.09 | 9.33 | — | — | |
| EasyGen w/o adapterEvaluation Protocol=Zero-Shot, Model Type=MM-Model2023.10 | 9.52 | — | — | |
| UniDiffuserEvaluation Protocol=Zero-Shot, Model Type=Diffusion Model2023.10 | 9.71 | — | — | |
| SD v1.5Evaluation Protocol=Zero-Shot, Model Type=Diffusion Model2023.10 | 9.93 | — | — | |
| unCLIPPrior type=Diffusion prior, Zero-shot=true, Filtering=false, Guidance scale=1.252022.04 | 10.39 | — | — | |
| DALL-E 2Evaluation Protocol=Zero-shot2022.05 | 10.39 | — | — | |
| unCLIPPrior type=AR prior, Zero-shot=true, Filtering=false, Guidance scale=1.252022.04 | 10.63 | — | — | |
| unCLIPPrior type=Diffusion prior, Zero-shot=true, Filtering=true, Guidance scale=1.252022.04 | 10.87 | — | — | |
| unCLIPPrior type=AR prior, Zero-shot=true, Filtering=true, Guidance scale=1.252022.04 | 11.08 | — | — | |
| SDEvaluation Protocol=Zero-Shot, Model Type=Diffusion Model2023.10 | 11.21 | — | — | |
| NExT-GPTEvaluation Protocol=Zero-Shot, Model Type=MM-Model2023.10 | 11.28 | — | — | |
| EmuEvaluation Protocol=Zero-Shot, Model Type=MM-Model2023.10 | 11.66 | — | — | |
| Make-A-SceneNparams=4B, Classifier-free guidance (c.f.g.)=s=52021.12 | 11.84 | — | — | |
| Make-A-SceneZero-shot=true, Filtering=true2022.04 | 11.84 | — | — | |
| GLIDEZero-shot=true, Guidance Scale=1.52021.12 | 12.24 | — | — | |
| GLIDENparams=6B, Sampling steps=277 DDIM steps, Classifier-free guidance (c.f.g.)=s=32021.12 | 12.24 | — | — | |
| GLIDEZero-shot=true, Filtering=false2022.04 | 12.24 | — | — | |
| GLIDEEvaluation Protocol=Zero-shot2022.05 | 12.24 | — | — | |
| LDM-KL-8-GNparams=1.45B, Sampling steps=250 DDIM steps, Classifier-free guidance (c.f.g.)=s=1.52021.12 | 12.63 | — | — | |
| GLIDEZero-shot=true, Filtering=true2022.04 | 12.89 | — | — | |
| DALL-EEvaluation Protocol=Zero-shot2022.05 | 17.89 | — | — | |
| DF-GANType=GAN, NFE=1, Resolution=256x2562025.09 | 19.32 | — | — | |
| VQ-DiffusionType=Discrete diffusion, NFE=100, Resolution=256x2562025.09 | 19.75 | — | — | |
| DM-GAN + CLZero-shot=false2021.12 | 20.79 | — | — | |
| DM-GAN + CLZero-shot=false2022.04 | 20.79 | — | — | |
| DM-GAN + CLEvaluation Protocol=Trained on MS-COCO2022.05 | 20.79 | — | — | |
| DF-GANZero-shot=false2021.12 | 21.42 | — | — | |
| DF-GANZero-shot=false2022.04 | 21.42 | — | — | |
| DF-GANEvaluation Protocol=Trained on MS-COCO2022.05 | 21.42 | — | — | |
| LDM-KL-8Nparams=1.45B, Sampling steps=250 DDIM steps2021.12 | 23.31 | — | — | |
| LAFITEZero-shot=true2021.12 | 26.94 | — | — | |
| LAFITENparams=75M2021.12 | 26.94 | 26.02 | — | |
| LAFITEZero-shot=true, Filtering=false2022.04 | 26.94 | — | — | |
| LAFITEEvaluation Protocol=Zero-shot2022.05 | 26.94 | — | — | |
| CogViewNparams=4B, Self-ranking=rejection rate 0.0172021.12 | 27.1 | 18.2 | — | |
| DALL-EZero-shot=true2021.12 | 28 | — | — | |
| DALL-EZero-shot=true, Filtering=false2022.04 | 28 | — | — | |
| DM-GANZero-shot=false2021.12 | 32.64 | — | — | |
| DM-GANZero-shot=false2022.04 | 32.64 | — | — | |
| DM-GANEvaluation Protocol=Trained on MS-COCO2022.05 | 32.64 | — | — | |
| DM-GANType=GAN, NFE=1, Resolution=256x2562025.09 | 32.64 | — | — | |
| AttnGANZero-shot=false2021.12 | 35.49 | — | — | |
| AttnGANZero-shot=false2022.04 | 35.49 | — | — | |
| AttnGANEvaluation Protocol=Trained on MS-COCO2022.05 | 35.49 | — | — | |
| AttnGANType=GAN, NFE=1, Resolution=256x2562025.09 | 35.49 | — | — | |
| CogViewEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 27.1 | |
| CogView2Evaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 24 | |
| DALL-EEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 27.5 | |
| DALL-E 2Evaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 10.39 | |
| ERNIE-ViLGEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 14.7 | |
| ERNIE-ViLG 2.0Evaluation Protocol=Zero-shot, Resolution=256x256, classifier-free guidance scale=2.1, parameters=24B, denoising experts=102022.10 | — | — | 6.75 | |
| GLIDEEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 12.24 | |
| ImagenEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 7.27 | |
| LAFITEEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 26.94 | |
| LDMEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 12.61 | |
| Make-A-SceneEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 11.84 | |
| PartiEvaluation Protocol=Zero-shot, Resolution=256x2562022.10 | — | — | 7.23 |