| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text-to-Image Retrieval | Flickr30K | R@194.9 | 559 | |
| Image Retrieval | Flickr30K | R@12,620 | 164 | |
| Membership Inference Attack | Flickr | TPR @ 5% FPR27.7 | 142 | |
| Correlation to Accuracy Difference | Flickr | Correlation Coefficient0.54 | 92 | |
| Node Classification | Flickr (test) | Accuracy92.91 | 79 | |
| Node Classification | Flickr | Clean Accuracy47.65 | 76 | |
| Image-text Retrieval | Flickr8k | Mean Score53.8 | 75 | |
| Retrieval | Flickr2.4M (test) | Ave Aes5.266 | 72 | |
| Membership Inference Attack | Flickr | Accuracy68.7 | 71 | |
| Node-level classification | Flickr | Accuracy67.8 | 58 | |
| Graph Anomaly Detection | Flickr | AUC0.8961 | 49 | |
| Node Classification | Flickr | bAcc30.76 | 48 | |
| Membership Inference Attack | VL-MIA Flickr-10k | AUC0.76 | 45 | |
| Image-to-Text Retrieval | Flickr | R@198.8 | 45 | |
| Node Classification | Flickr | Micro F153.35 | 44 | |
| Super-Resolution | Flickr1024 ((Left + Right) / 2) | PSNR29.68 | 41 | |
| Text-to-Image Retrieval | Flickr | R@198.9 | 40 | |
| Backdoor defense | Flickr | ASR0 | 36 | |
| Unsupervised Image Hashing | FLICKR25K | mAP84.9 | 34 | |
| Zero-shot Image-Text Retrieval | Flickr | R@5 TR99.5 | 32 | |
| Targeted Hashing Attack | FLICKR-25K | t-MAP93.12 | 32 | |
| Graph similarity grounding | Flickr | Accuracy Correlation0.42 | 31 | |
| Image Retrieval | FLICKR25K | mAP81.1 | 30 | |
| Node Classification | Flickr | Original Accuracy44.61 | 30 | |
| Graph Backdoor Attack | Flickr | ASR99.36 | 28 |