| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image-to-Image Translation (Appearance Divergence) | LAION Mini | Structure Similarity96.8 | 20 | |
| Image-to-Image Translation (Appearance Consistency) | LAION Mini | Structure Similarity0.965 | 20 | |
| Text-to-Image Generation | LAION | P Score0.91 | 8 | |
| Filtered Nearest Neighbor Search | LAION 25M 1.0 (train) | Indexing Time (s)569 | 8 | |
| Filtered Nearest Neighbor Search | LAION 5M subset 1.0 (train) | Indexing Time (s)89 | 8 | |
| Filtered Nearest Neighbor Search | LAION 1M 1.0 (train) | Indexing Time (s)13 | 8 | |
| Text-to-Image Generation | LAION 10K 5B (test) | FID10.68 | 8 | |
| Pose-guided Text-to-Image Generation | LAION-Human | AP57.11 | 7 | |
| Text-driven Image-to-Image Translation | LAION Mini (subset (20 samples)) | Inversion Time (s)3.5 | 7 | |
| Text-to-Image Generation | LAION-10k Scenario 1 (test) | Similarity (95pc)0.6504 | 7 | |
| High-Resolution Image Generation | LAION-5B 4x4 scaling factor (test) | FID58.91 | 7 | |
| High-Resolution Image Generation | LAION-5B 3x3 scaling factor (test) | FID68.82 | 7 | |
| High-Resolution Image Generation | LAION 5B 2x2 scaling factor (test) | FID58.91 | 7 | |
| Text-to-Image Generation | LAION-5B FI (test) | FID16.23 | 7 | |
| Text-driven real image editing | LAION-5B real images | CLIP-S Score0.322 | 6 | |
| Membership Inference | LAION processed (pretraining) | ASR64.53 | 6 | |
| Text-to-Image Generation | LAION-5B | FID8.52 | 6 | |
| Image Generation | LAION-5B | FID13.06 | 6 | |
| Controllable image synthesis | LAION | FID71.78 | 6 | |
| Semantic Placement | LAION-SP (val) | HP Score43.7 | 5 | |
| Image-to-Image Translation | LAION Cat → Cat w/ glasses 5B (test) | CLIP Accuracy81.1 | 5 | |
| Image-to-Image Translation | LAION Horse → Zebra 5B (test) | CLIP Accuracy94 | 5 | |
| Image-to-Image Translation | LAION Cat → Dog 5B (test) | CLIP Accuracy93.7 | 5 | |
| Text-to-Image Generation | LAION | Average Attempts5.17 | 4 | |
| Amodal Completion | LAION | CLIP Image Score94.687 | 4 |