Image Retrieval on GLD v2 (test)
0.2212mAP (self)phi_*
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| phi_*Allocation type=Extended-backbone (data), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2212 | 0.2 | — | 15.44 | — | — | — | — | |
| phi_*Allocation type=Extended-backbone (class), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2212 | 0.2 | — | 11.46 | — | — | — | — | |
| AdvBCTAllocation type=Extended-backbone (class), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2203 | 13.54 | 49.65 | 56.64 | 52.83 | — | — | — | |
| LCEAllocation type=Extended-backbone (data), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2185 | 13.3 | 49.73 | 57.31 | 53.25 | — | — | — | |
| UniBCTAllocation type=Extended-backbone (data), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2157 | 13.42 | 48.48 | 56.8 | 52.31 | — | — | — | |
| LCEAllocation type=Extended-backbone (class), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2084 | 14 | 49.04 | 55.67 | 52.15 | — | — | — | |
| AdvBCTAllocation type=Extended-backbone (data), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2077 | 12.75 | 49.31 | 57.3 | 53.01 | — | — | — | |
| Hot-refreshAllocation type=Extended-backbone (data), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2061 | 12.41 | 49.19 | 56.53 | 52.6 | — | — | — | |
| Hot-refreshAllocation type=Extended-backbone (class), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.2047 | 12.44 | 49.01 | 53.63 | 51.21 | — | — | — | |
| BCTAllocation type=Extended-backbone (data), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.1911 | 12.78 | 47.81 | 55.86 | 51.52 | — | — | — | |
| UniBCTAllocation type=Extended-backbone (class), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.1891 | 13.99 | 47.29 | 55.51 | 51.06 | — | — | — | |
| BCTAllocation type=Extended-backbone (class), Model_old=ResNet-18, Model_new=ResNet-502023.05 | 0.1885 | 13.47 | 47.71 | 54.59 | 50.91 | — | — | — | |
| NDPP9% Data=phi1, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1685 | 0.094 | — | — | — | — | — | — | |
| NDPP30% Data=phi2, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1685 | 0.1371 | — | — | — | — | — | — | |
| ODPP9% Data=phi1, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1658 | 0.0948 | — | — | — | — | — | — | |
| ODPP30% Data=phi2, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1658 | 0.1348 | — | — | — | — | — | — | |
| phi_*Allocation type=Extended-data, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1648 | 0.2 | — | 7.19 | — | — | — | — | |
| LCEAllocation type=Extended-data, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1648 | 12.17 | 49.65 | 57.41 | 53.34 | — | — | — | |
| phi_*Allocation type=Extended-class, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1648 | 0.2 | — | 3.38 | — | — | — | — | |
| AdvBCTAllocation type=Extended-class, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1644 | 12.05 | 50.16 | 54.87 | 52.35 | — | — | — | |
| LCEAllocation type=Extended-class, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1607 | 12.04 | 49.37 | 53.95 | 51.51 | — | — | — | |
| AdvBCT9% Data=phi1, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1607 | 0.0867 | — | — | — | — | — | — | |
| AdvBCT30% Data=phi2, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1607 | 0.1166 | — | — | — | — | — | — | |
| UniBCTAllocation type=Extended-data, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1606 | 13.25 | 48.9 | 59.19 | 53.52 | — | — | — | |
| Independent Training100% Data=phi3, Backbone=ResNet-182025.03 | 0.1583 | — | — | — | — | — | — | — | |
| AdvBCTAllocation type=Extended-data, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1571 | 11.49 | 49.55 | 58.09 | 53.45 | — | — | — | |
| R50 (new)Allocation Type=Backbone Extension (R18→R50)2025.03 | 0.154 | — | — | — | — | — | — | — | |
| ODPPAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.151 | 0.1006 | 49.5 | 58.41 | 53.59 | — | — | — | |
| NDPPAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.1499 | 0.0965 | 49.51 | 57.63 | 53.26 | — | — | — | |
| UniBCTAllocation type=Extended-class, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.148 | 12.31 | 48.09 | 54.78 | 51.17 | — | — | — | |
| BCTAllocation type=Extended-class, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1479 | 12.26 | 48.33 | 52.79 | 50.41 | — | — | — | |
| BCTAllocation type=Extended-data, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1461 | 11.3 | 48.02 | 54.71 | 51.13 | — | — | — | |
| BCT9% Data=phi1, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1415 | 0.0867 | — | — | — | — | — | — | |
| BCT30% Data=phi2, 100% Data=phi3, Backbone=ResNet-182025.03 | 0.1415 | 0.1151 | — | — | — | — | — | — | |
| AdvBCTAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.1409 | 0.0942 | 48.77 | 54.82 | 51.6 | — | — | — | |
| Hot-refreshAllocation type=Extended-class, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.14 | 10.41 | 48.06 | 47.26 | 47.57 | — | — | — | |
| Hot-refreshAllocation type=Extended-data, Model_old=ResNet-18, Model_new=ResNet-182023.05 | 0.1388 | 10.35 | 47.78 | 52.5 | 50.03 | — | — | — | |
| UniBCTAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.1349 | 0.0938 | 47.91 | 56.07 | 51.66 | — | — | — | |
| Dual-TuningAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.1342 | 0.0904 | 47.72 | 55.71 | 51.41 | — | — | — | |
| RACTAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.1327 | 0.088 | 48.07 | 52.51 | 50.16 | — | — | — | |
| SSPL-CEAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.127 | 0.0912 | 46.84 | 55.33 | 50.73 | — | — | — | |
| NDPP9% Data=phi1, 30% Data=phi2, Backbone=ResNet-182025.03 | 0.1267 | 0.0888 | — | — | — | — | — | — | |
| NDPPAllocation Type=Data Extension (9%→30%)2025.03 | 0.1267 | 0.0888 | 50.87 | 59.44 | 54.8 | — | — | — | |
| UniBCTAllocation Type=Data Extension (9%→30%)2025.03 | 0.126 | 0.0872 | 49.38 | 55.99 | 52.47 | — | — | — | |
| BCTAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.1253 | 0.0953 | 47.23 | 55.73 | 51.11 | — | — | — | |
| ODPPAllocation Type=Data Extension (9%→30%)2025.03 | 0.1244 | 0.086 | 50.55 | 58.75 | 54.32 | — | — | — | |
| BT^2Allocation Type=Backbone Extension (R18→R50)2025.03 | 0.1242 | 0.0837 | 46.46 | 53.98 | 49.93 | — | — | — | |
| ODPP9% Data=phi1, 30% Data=phi2, Backbone=ResNet-182025.03 | 0.1232 | 0.0856 | — | — | — | — | — | — | |
| Independent Training30% Data=phi2, Backbone=ResNet-182025.03 | 0.1208 | — | — | — | — | — | — | — | |
| R18 (new)Allocation Type=Data Extension (9%→30%)2025.03 | 0.1208 | — | — | — | — | — | — | — | |
| AdvBCT9% Data=phi1, 30% Data=phi2, Backbone=ResNet-182025.03 | 0.1157 | 0.0794 | — | — | — | — | — | — | |
| AdvBCTAllocation Type=Data Extension (9%→30%)2025.03 | 0.1157 | 0.0794 | 49.3 | 53.23 | 51.19 | — | — | — | |
| RACTAllocation Type=Data Extension (9%→30%)2025.03 | 0.1145 | 0.0663 | 49.33 | 49.27 | 49.29 | — | — | — | |
| phi_oAllocation type=Extended-class, Model_old=ResNet-182023.05 | 0.1143 | — | — | — | — | — | — | — | |
| phi_oAllocation type=Extended-backbone (class), Model_old=ResNet-182023.05 | 0.1143 | — | — | — | — | — | — | — | |
| BT^2Allocation Type=Data Extension (9%→30%)2025.03 | 0.1134 | 0.0834 | 48.86 | 56 | 52.18 | — | — | — | |
| Dual-TuningAllocation Type=Data Extension (9%→30%)2025.03 | 0.1119 | 0.0875 | 48.93 | 56.66 | 52.51 | — | — | — | |
| SSPL-CEAllocation Type=Data Extension (9%→30%)2025.03 | 0.1104 | 0.0812 | 48.29 | 55.14 | 51.49 | — | — | — | |
| BCT9% Data=phi1, 30% Data=phi2, Backbone=ResNet-182025.03 | 0.1038 | 0.0872 | — | — | — | — | — | — | |
| BCTAllocation Type=Data Extension (9%→30%)2025.03 | 0.1038 | 0.0872 | 47.75 | 55.34 | 51.23 | — | — | — | |
| phi_oAllocation type=Extended-data, Model_old=ResNet-182023.05 | 0.1003 | — | — | — | — | — | — | — | |
| phi_oAllocation type=Extended-backbone (data), Model_old=ResNet-182023.05 | 0.1003 | — | — | — | — | — | — | — | |
| SSPLAllocation Type=Backbone Extension (R18→R50)2025.03 | 0.0819 | 0.0727 | 41.75 | 49.91 | 45.41 | — | — | — | |
| SSPLAllocation Type=Data Extension (9%→30%)2025.03 | 0.0814 | 0.0758 | 44.52 | 50.36 | 47.2 | — | — | — | |
| Independent Training9% Data=phi1, Backbone=ResNet-182025.03 | 0.073 | — | — | — | — | — | — | — | |
| R18 (old)Allocation Type=Data Extension (9%→30%)2025.03 | 0.073 | — | — | — | — | — | — | — | |
| R18 (old)Allocation Type=Backbone Extension (R18→R50)2025.03 | 0.073 | — | — | — | — | — | — | — | |
| CVNetBackbone=ResNet-50, Reranking=None2023.08 | — | — | — | — | — | 30.2 | — | — | |
| CVNetBackbone=ResNet-50, Reranking=CVNet reranking, Rerank top-k candidates=1002023.08 | — | — | — | — | — | 32.4 | — | — | |
| CVNetBackbone=ResNet-101, Reranking=None2023.08 | — | — | — | — | — | 32.5 | — | — | |
| CVNetBackbone=ResNet-101, Reranking=CVNet reranking, Rerank top-k candidates=1002023.08 | — | — | — | — | — | 34.9 | — | — | |
| DELGBackbone=ResNet-50, Reranking=None2023.08 | — | — | — | — | — | 24.1 | — | — | |
| DELGBackbone=ResNet-50, Reranking=Geometric Verification (GV), Rerank top-k candidates=1002023.08 | — | — | — | — | — | 24.3 | — | — | |
| DELGBackbone=ResNet-101, Reranking=None2023.08 | — | — | — | — | — | 26 | — | — | |
| DELGBackbone=ResNet-101, Reranking=Geometric Verification (GV), Rerank top-k candidates=1002023.08 | — | — | — | — | — | 26.8 | — | — | |
| MLP baseline w/ Dyn SamplerPre-training=ImageNet21k2024.06 | — | — | — | — | — | — | 25.8 | 36.4 | |
| SuperGlobalBackbone=ResNet-50, Reranking=None2023.08 | — | — | — | — | — | 31.1 | — | — | |
| SuperGlobalBackbone=ResNet-50, Reranking=SuperGlobal reranking, Rerank top-k candidates=1002023.08 | — | — | — | — | — | 32.5 | — | — | |
| SuperGlobalBackbone=ResNet-50, Reranking=SuperGlobal reranking, Rerank top-k candidates=8002023.08 | — | — | — | — | — | 32.7 | — | — | |
| SuperGlobalBackbone=ResNet-50, Reranking=SuperGlobal reranking, Rerank top-k candidates=16002023.08 | — | — | — | — | — | 32.6 | — | — | |
| SuperGlobalBackbone=ResNet-101, Reranking=None2023.08 | — | — | — | — | — | 33.4 | — | — | |
| SuperGlobalBackbone=ResNet-101, Reranking=SuperGlobal reranking, Rerank top-k candidates=1002023.08 | — | — | — | — | — | 34.6 | — | — | |
| SuperGlobalBackbone=ResNet-101, Reranking=SuperGlobal reranking, Rerank top-k candidates=8002023.08 | — | — | — | — | — | 34.9 | — | — | |
| SuperGlobalBackbone=ResNet-101, Reranking=SuperGlobal reranking, Rerank top-k candidates=16002023.08 | — | — | — | — | — | 35 | — | — | |
| UDONPre-training=ImageNet21k2024.06 | — | — | — | — | — | — | 28.6 | 40.9 | |
| UDONPre-training=CLIP2024.06 | — | — | — | — | — | — | 30.9 | 43.4 | |
| USC w/ Dyn SamplerPre-training=ImageNet21k2024.06 | — | — | — | — | — | — | 25.9 | 37.3 |