| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multimodal Recommendation | Pet | Recall@1014.51 | 35 | |
| Image Classification | PET | Accuracy93.4 | 35 | |
| Relation-Conditioned Retrieval | Pet | MRR35.96 | 30 | |
| Relation-Conditioned Retrieval | Pet | Hit@555.08 | 30 | |
| PET/CT Report Impression Generation | PET F2I 41K | BLEU-40.7075 | 27 | |
| Interactive Organ Segmentation | PET Invisible Organs (train) | DSC (Aorta)84.63 | 18 | |
| Image Classification | Pet-37 (test) | NLL (N=370)0.32 | 16 | |
| Medical Image Analysis | PET 1 task | Average Performance65 | 13 | |
| Sequential Recommendation | Pet | Recall@50.047 | 12 | |
| Top-K Recommendation | Pet (leave-one-out split) | Recall@106.96 | 11 | |
| Object Recognition | Pet37 | MiniGPT-459.53 | 10 | |
| Fine-grained Visual Recognition | Pet-37 (test) | EM84.4 | 9 | |
| Image Classification | Pet | Accuracy92.77 | 9 | |
| Recommendation | Pet | Recall@1011.87 | 8 | |
| Image Denoising | PET 1/24 Low-dose (test) | PSNR30.256 | 6 | |
| Image Denoising | PET 1/10 Low-dose (test) | PSNR31.321 | 6 | |
| Image Denoising | PET 1/4 Low-dose (test) | PSNR33.671 | 6 | |
| PET Synthesis | PET (test) | PSNR37.31 | 6 |