Label Purity on Open Images
79.6Label PuritySPARC (Global+Cross)
Evaluation Results
| Method | Links | |
|---|---|---|
| SPARC (Global+Cross)# Top Images N=10, Stream=DINO2025.07 | 79.6 | |
| SPARC (Global+Cross)# Top Images N=10, Stream=CLIP-Image2025.07 | 79.5 | |
| SPARC (Global+Cross)# Top Images N=25, Stream=CLIP-Image2025.07 | 74.16 | |
| SPARC (Global+Cross)# Top Images N=25, Stream=DINO2025.07 | 74.03 | |
| SPARC (Global+Cross)# Top Images N=10, Stream=CLIP-Text2025.07 | 72.56 | |
| SPARC (Global+Cross)# Top Images N=50, Stream=CLIP-Image2025.07 | 69.5 | |
| SPARC (Global+Cross)# Top Images N=50, Stream=DINO2025.07 | 68.92 | |
| SPARC (Global+Cross)# Top Images N=25, Stream=CLIP-Text2025.07 | 68.25 | |
| SPARC (Global+Cross)# Top Images N=50, Stream=CLIP-Text2025.07 | 64.95 | |
| USAE# Top Images N=10, Stream=DINO2025.07 | 64.26 | |
| SPARC (Global+Cross)# Top Images N=100, Stream=CLIP-Image2025.07 | 63.95 | |
| SPARC (Global+Cross)# Top Images N=100, Stream=DINO2025.07 | 62.98 | |
| SPARC (Global+Cross)# Top Images N=100, Stream=CLIP-Text2025.07 | 61.21 | |
| USAE# Top Images N=10, Stream=CLIP-Image2025.07 | 60.14 | |
| USAE# Top Images N=25, Stream=DINO2025.07 | 58.62 | |
| USAE# Top Images N=25, Stream=CLIP-Image2025.07 | 55.25 | |
| USAE# Top Images N=10, Stream=CLIP-Text2025.07 | 54.79 | |
| USAE# Top Images N=50, Stream=DINO2025.07 | 54.27 | |
| SPARC (Global+Cross)# Top Images N=All, Stream=CLIP-Image2025.07 | 53 | |
| SPARC (Global+Cross)# Top Images N=All, Stream=DINO2025.07 | 52.75 | |
| SPARC (Global+Cross)# Top Images N=All, Stream=CLIP-Text2025.07 | 52.56 | |
| USAE# Top Images N=50, Stream=CLIP-Image2025.07 | 52.35 | |
| USAE# Top Images N=100, Stream=DINO2025.07 | 49.6 | |
| USAE# Top Images N=100, Stream=CLIP-Image2025.07 | 49.47 | |
| USAE# Top Images N=25, Stream=CLIP-Text2025.07 | 49.41 | |
| USAE# Top Images N=50, Stream=CLIP-Text2025.07 | 46.81 | |
| USAE# Top Images N=100, Stream=CLIP-Text2025.07 | 44.68 | |
| USAE# Top Images N=All, Stream=CLIP-Image2025.07 | 42.03 | |
| USAE# Top Images N=All, Stream=DINO2025.07 | 42.01 | |
| USAE# Top Images N=All, Stream=CLIP-Text2025.07 | 40.18 |