Image Generation on ADE20K Labels-to-Photos
Metric: mIoU (higher is better)
Metric: mIoU (higher is better)
| # | Model↕ | mIoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DP-SIMS (ConvNext-L) | 54.3 | No | Unlocking Pre-trained Image Backbones for Semant... | 2023-12-20 | - |
| 2 | DP-GAN | 52.7 | No | Dual Pyramid Generative Adversarial Networks for... | 2022-10-08 | Code |
| 3 | SCDM | 49.4 | No | Stochastic Conditional Diffusion Models for Robu... | 2024-02-26 | Code |
| 4 | SPADE + SESAME | 49 | No | SESAME: Semantic Editing of Scenes by Adding, Ma... | 2020-04-10 | Code |
| 5 | OASIS | 48.8 | No | You Only Need Adversarial Supervision for Semant... | 2020-12-08 | Code |
| 6 | CC-FPSE-AUG | 44 | No | Improving Augmentation and Evaluation Schemes fo... | 2020-11-25 | - |
| 7 | CC-FPSE | 43.7 | No | Learning to Predict Layout-to-image Conditional ... | 2019-10-15 | Code |
| 8 | SPADE | 38.5 | No | Semantic Image Synthesis with Spatially-Adaptive... | 2019-03-18 | Code |
| 9 | CRN | 22.4 | No | Photographic Image Synthesis with Cascaded Refin... | 2017-07-28 | - |
| 10 | pix2pixHD | 20.3 | No | High-Resolution Image Synthesis and Semantic Man... | 2017-11-30 | Code |
| 11 | USIS | 17.38 | No | USIS: Unsupervised Semantic Image Synthesis | 2021-09-29 | Code |
| 12 | USIS-Wavelet | 16.95 | No | Wavelet-based Unsupervised Label-to-Image Transl... | 2023-05-16 | Code |