Image Retrieval on ImageNet 1K (full)
76.62CMC-Top1Ind. Train.
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ind. Train.Query/Gallery=ϕnew/ϕnew2025.09 | 76.62 | 56.84 | |
| OursQuery/Gallery=B⊥(ϕnew)/B⊥(ϕnew)2025.09 | 76.62 | 56.84 | |
| Ind. Train.Query/Gallery=phi_new / phi_new2025.09 | 76.62 | 56.84 | |
| Ours (λ-Orthogonality regularization)Query/Gallery=B_perp(phi_new) / B_perp(phi_new)2025.09 | 76.62 | 56.84 | |
| OursQuery/Gallery=B⊥(ϕnew)/F(ϕold)2025.09 | 73.53 | 52.06 | |
| Ours (λ-Orthogonality regularization)Query/Gallery=B_perp(phi_new) / F(phi_old)2025.09 | 73.53 | 52.06 | |
| FastFillQuery/Gallery=ϕnew/F(ϕold)2025.09 | 73.33 | 52.83 | |
| FastFillQuery/Gallery=phi_new / F(phi_old)2025.09 | 73.33 | 52.83 | |
| FCTQuery/Gallery=ϕnew/F(ϕold)2025.09 | 72.54 | 49.85 | |
| FCTQuery/Gallery=phi_new / F(phi_old)2025.09 | 72.54 | 49.85 | |
| OursQuery/Gallery=B⊥(ϕnew)/ϕold2025.09 | 65.54 | 38.55 | |
| Ours (λ-Orthogonality regularization)Query/Gallery=B_perp(phi_new) / phi_old2025.09 | 65.54 | 38.55 | |
| FastFillQuery/Gallery=F(ϕold)/F(ϕold)2025.09 | 61.17 | 46.28 | |
| FastFillQuery/Gallery=F(phi_old) / F(phi_old)2025.09 | 61.17 | 46.28 | |
| OursQuery/Gallery=F(ϕold)/F(ϕold)2025.09 | 61.1 | 45.91 | |
| Ours (λ-Orthogonality regularization)Query/Gallery=F(phi_old) / F(phi_old)2025.09 | 61.1 | 45.91 | |
| OursQuery/Gallery=F(ϕold)/ϕold2025.09 | 60.83 | 40.69 | |
| Ours (λ-Orthogonality regularization)Query/Gallery=F(phi_old) / phi_old2025.09 | 60.83 | 40.69 | |
| FCTQuery/Gallery=F(ϕold)/F(ϕold)2025.09 | 59.39 | 42.65 | |
| FCTQuery/Gallery=F(phi_old) / F(phi_old)2025.09 | 59.39 | 42.65 | |
| Ind. Train.Query/Gallery=ϕold/ϕold2025.09 | 55.62 | 26.91 | |
| Ind. Train.Query/Gallery=phi_old / phi_old2025.09 | 55.62 | 26.91 | |
| Ind. Train.Query/Gallery=ϕnew/ϕold2025.09 | 0.04 | 0.17 | |
| FCTQuery/Gallery=F(ϕold)/ϕold2025.09 | 0.04 | 0.17 | |
| FastFillQuery/Gallery=F(ϕold)/ϕold2025.09 | 0.04 | 0.17 | |
| Ind. Train.Query/Gallery=phi_new / phi_old2025.09 | 0.04 | 0.17 | |
| FCTQuery/Gallery=F(phi_old) / phi_old2025.09 | 0.04 | 0.17 | |
| FastFillQuery/Gallery=F(phi_old) / phi_old2025.09 | 0.04 | 0.17 |