| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PACS (leave-one-domain-out) | Acc (Art painting)90.35 | 112 | 3d ago | ||
| Office (standard) | Accuracy (A to W)95.7 | 55 | 3d ago | ||
| N-Caltech101 | DSAN | Accuracy94.56 | 51 | 3d ago | |
| COCO (val) | Ours | Recall76.5 | 31 | 3d ago | |
| Caltech101 | UP-DP (gc(.)) | Accuracy39.2 | 31 | 3d ago | |
| VLCS | S-MLDG | Average Accuracy73.5 | 31 | 3d ago | |
| Objaverse-LVIS | RECON++-L | Top-1 Acc53.7 | 25 | 2d ago | |
| Washington RGB-D Object Dataset | ResNet101-RNN | Avg Acc (RGB)92.3 | 22 | 3d ago | |
| OpenImages v7 (val) | NXTP | Recall66.3 | 21 | 3d ago | |
| CC3M (test) | NXTP | Recall0.738 | 21 | 3d ago | |
| VisDA C | NLL-OT | Accuracy (Plane)97.8 | 21 | 3d ago | |
| Office 59 (test) | TransDA* | Acc (A->D)97.2 | 21 | 3d ago | |
| N-Caltech101 | SLRP-RelCAM | Latency (s)0.0225 | 18 | 3d ago | |
| Office+Caltech D→W | JGSA | Accuracy99.66 | 16 | 3d ago | |
| Office+Caltech D→A | Accuracy92.31 | 16 | 3d ago | ||
| Office+Caltech D→C | JGSA | Accuracy86.2 | 16 | 3d ago | |
| Office+Caltech W→A | JGSA | Accuracy91.44 | 16 | 3d ago | |
| Office+Caltech W→C | JGSA | Accuracy84.95 | 16 | 3d ago | |
| Office+Caltech A→D | JGSA | Accuracy88.54 | 16 | 3d ago | |
| Office+Caltech A→W | JGSA | Accuracy84.75 | 16 | 3d ago | |
| GeoNet Asia | CountryLLM | Top-1 Accuracy52.5 | 15 | 3d ago | |
| GeoNet USA | CountryInPrompt+LLM | Top-1 Acc54.9 | 15 | 3d ago | |
| CIFAR10-DVS | EventDance | Accuracy85.69 | 15 | 3d ago | |
| ORBIT Clutter Videos 14 (test) | ProtoNets + LITE | Frame Accuracy66.3 | 15 | 3d ago | |
| ORBIT Clean Videos 14 (test) | Simple CNAPs + LITE | Frame Accuracy82.7 | 15 | 3d ago |
