| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Cross-domain image retrieval | COIL1 → COIL2 | mAP0.9076 | 104 | |
| Classification | COIL-20 | Accuracy1 | 76 | |
| Tensor Reconstruction | COIL-100 1.0 (test) | Relative Reconstruction Error0.349 | 48 | |
| Tensor Decomposition | COIL-100 | Average Iteration Time (s)2.455 | 48 | |
| Clustering | COIL-20 | ACC79.3 | 47 | |
| Image Clustering | COIL-20 | NMI1 | 29 | |
| Clustering | COIL-100 | ACC94.4 | 28 | |
| Clustering | COIL20 | AC100 | 28 | |
| Image Clustering | COIL-100 | NMI0.985 | 28 | |
| Subspace Clustering | COIL20 | Clustering Error2.14 | 14 | |
| Clustering | COIL | ACC99.7 | 12 | |
| Clustering | COIL100 | AC0.916 | 12 | |
| Multi-view Clustering | COIL-10 V=3, N=720 | ACC99.91 | 11 | |
| Classification | COIL-20 (test) | Classification Accuracy (ACCcls)95.97 | 11 | |
| Classification | COIL-100 (test) | Accuracy91.17 | 11 | |
| Classification | COIL | Accuracy87.67 | 10 | |
| Subspace Clustering | COIL-40 | ACC92.2 | 10 | |
| Hierarchical Agglomerative Clustering | COIL-100 | AMI91.9 | 9 | |
| Hierarchical Agglomerative Clustering | coil-20 | AMI90.1 | 9 | |
| Clustering | coil-20 | ARI0.849 | 9 | |
| Subspace Clustering | COIL20 | NMI98.3 | 9 | |
| Clustering | COIL-20 (full) | NMI1 | 9 | |
| Image Classification | COIL (test) | Accuracy56 | 8 | |
| Subspace Clustering | COIL-100 Scattered | ACC0.984 | 8 | |
| Subspace Clustering | COIL-40 Scattered | Accuracy100 | 8 |