Image Retrieval on Oxford Flowers
97.85mAPCS3H
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CS3HBackbone=ViT-L/16, # bits=962026.05 | 97.85 | — | — | — | |
| CS3HBackbone=ViT-L/16, # bits=482026.05 | 96.25 | — | — | — | |
| CS3HBackbone=ViT-L/16, # bits=322026.05 | 94.83 | — | — | — | |
| CS3HBackbone=ViT-L/16, # bits=242026.05 | 93.25 | — | — | — | |
| CS3HBackbone=ViT-L/16, # bits=122026.05 | 75.89 | — | — | — | |
| CS3HBackbone=ResNet50, # bits=962026.05 | 71.25 | — | — | — | |
| CS3HBackbone=ResNet50, # bits=482026.05 | 63.51 | — | — | — | |
| CS3HBackbone=VGG16, # bits=962026.05 | 62.06 | — | — | — | |
| CS3HBackbone=VGG16, # bits=482026.05 | 57.8 | — | — | — | |
| CS3HBackbone=ResNet50, # bits=322026.05 | 54.94 | — | — | — | |
| CS3HBackbone=VGG16, # bits=322026.05 | 50.77 | — | — | — | |
| SDCBackbone=ViT-L/16, # bits=962026.05 | 50.24 | — | — | — | |
| SPQBackbone=ViT-L/16, # bits=962026.05 | 47.31 | — | — | — | |
| CS3HBackbone=ResNet50, # bits=242026.05 | 47.17 | — | — | — | |
| SDCBackbone=ViT-L/16, # bits=482026.05 | 47.03 | — | — | — | |
| CS3H# bits=96, Backbone=VGG16, Protocol=Hard-unsupervised2026.05 | 46.58 | — | — | — | |
| A2-SSLBackbone=VGG16, # bits=482026.05 | 46.37 | — | — | — | |
| CS3HBackbone=VGG16, # bits=242026.05 | 45.92 | — | — | — | |
| CS3H# bits=96, Backbone=ViT-L/16, Protocol=Hard-unsupervised2026.05 | 45.33 | — | — | — | |
| CS3H# bits=96, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 44.82 | — | — | — | |
| A2-SSLBackbone=VGG16, # bits=322026.05 | 44.82 | — | — | — | |
| SDCBackbone=ViT-L/16, # bits=322026.05 | 44.67 | — | — | — | |
| SPQBackbone=ViT-L/16, # bits=482026.05 | 44.1 | — | — | — | |
| A2-SSLBackbone=VGG16, # bits=242026.05 | 43.02 | — | — | — | |
| CS3H# bits=48, Backbone=VGG16, Protocol=Hard-unsupervised2026.05 | 42.83 | — | — | — | |
| SDCBackbone=ViT-L/16, # bits=242026.05 | 42.81 | — | — | — | |
| SPQBackbone=ResNet50, # bits=962026.05 | 41.68 | — | — | — | |
| CS3H# bits=48, Backbone=ViT-L/16, Protocol=Hard-unsupervised2026.05 | 41.42 | — | — | — | |
| CS3H# bits=48, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 40.71 | — | — | — | |
| SPQBackbone=ViT-L/16, # bits=322026.05 | 40.58 | — | — | — | |
| SPQBackbone=VGG16, # bits=962026.05 | 40.06 | — | — | — | |
| MeCoQBackbone=VGG16, # bits=962026.05 | 39.58 | — | — | — | |
| SPQBackbone=ViT-L/16, # bits=242026.05 | 37.42 | — | — | — | |
| SDCBackbone=ResNet50, # bits=962026.05 | 36.92 | — | — | — | |
| CIBHashBackbone=VGG16, # bits=962026.05 | 36.8 | — | — | — | |
| CS3HBackbone=ResNet50, # bits=122026.05 | 36.46 | — | — | — | |
| SPQBackbone=ResNet50, # bits=482026.05 | 36.27 | — | — | — | |
| CS3H# bits=32, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 36.25 | — | — | — | |
| SPQ# bits=96, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 36.02 | — | — | — | |
| CS3HBackbone=VGG16, # bits=122026.05 | 35.67 | — | — | — | |
| SDCBackbone=VGG16, # bits=962026.05 | 35.3 | — | — | — | |
| SPQBackbone=VGG16, # bits=482026.05 | 34.89 | — | — | — | |
| MeCoQBackbone=VGG16, # bits=482026.05 | 34.44 | — | — | — | |
| CS3H# bits=32, Backbone=VGG16, Protocol=Hard-unsupervised2026.05 | 34.36 | — | — | — | |
| SDCBackbone=ViT-L/16, # bits=122026.05 | 34.31 | — | — | — | |
| A2-SSLBackbone=VGG16, # bits=122026.05 | 34.21 | — | — | — | |
| CS3H# bits=32, Backbone=ViT-L/16, Protocol=Hard-unsupervised2026.05 | 33.21 | — | — | — | |
| CIBHashBackbone=VGG16, # bits=482026.05 | 33.04 | — | — | — | |
| SPQBackbone=ResNet50, # bits=322026.05 | 31.91 | — | — | — | |
| SPQ# bits=48, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 31.78 | — | — | — | |
| CS3H# bits=24, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 30.91 | — | — | — | |
| MeCoQBackbone=VGG16, # bits=322026.05 | 30.31 | — | — | — | |
| SPQBackbone=VGG16, # bits=322026.05 | 30.09 | — | — | — | |
| SDCBackbone=ResNet50, # bits=482026.05 | 29.94 | — | — | — | |
| SPQBackbone=ResNet50, # bits=242026.05 | 29.84 | — | — | — | |
| CIBHashBackbone=VGG16, # bits=322026.05 | 29.78 | — | — | — | |
| CS3H# bits=24, Backbone=VGG16, Protocol=Hard-unsupervised2026.05 | 29.12 | — | — | — | |
| CS3H# bits=24, Backbone=ViT-L/16, Protocol=Hard-unsupervised2026.05 | 28.57 | — | — | — | |
| SPQBackbone=ViT-L/16, # bits=122026.05 | 28.42 | — | — | — | |
| SDCBackbone=VGG16, # bits=482026.05 | 28.41 | — | — | — | |
| SPQ# bits=32, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 27.89 | — | — | — | |
| SPQBackbone=VGG16, # bits=242026.05 | 27.77 | — | — | — | |
| SDCBackbone=ResNet50, # bits=322026.05 | 27.39 | — | — | — | |
| MeCoQBackbone=VGG16, # bits=242026.05 | 26.58 | — | — | — | |
| CIBHashBackbone=VGG16, # bits=242026.05 | 26.41 | — | — | — | |
| SDCBackbone=VGG16, # bits=322026.05 | 26.07 | — | — | — | |
| CS3H# bits=12, Backbone=ViT-L/16, Protocol=Hard-unsupervised2026.05 | 24.91 | — | — | — | |
| SPQ# bits=24, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 24.74 | — | — | — | |
| SDCBackbone=ResNet50, # bits=242026.05 | 24.67 | — | — | — | |
| CS3H# bits=12, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 23.85 | — | — | — | |
| BihalfBackbone=VGG16, # bits=962026.05 | 23.8 | — | — | — | |
| SDCBackbone=VGG16, # bits=242026.05 | 23.13 | — | — | — | |
| CS3H# bits=12, Backbone=VGG16, Protocol=Hard-unsupervised2026.05 | 22.74 | — | — | — | |
| MLS3RUDHBackbone=VGG16, # bits=962026.05 | 22.48 | — | — | — | |
| BihalfBackbone=VGG16, # bits=482026.05 | 21.15 | — | — | — | |
| SPQBackbone=ResNet50, # bits=122026.05 | 21.03 | — | — | — | |
| MLS3RUDHBackbone=VGG16, # bits=482026.05 | 20.35 | — | — | — | |
| SPQBackbone=VGG16, # bits=122026.05 | 20.25 | — | — | — | |
| BihalfBackbone=VGG16, # bits=322026.05 | 19.15 | — | — | — | |
| MeCoQBackbone=VGG16, # bits=122026.05 | 19.12 | — | — | — | |
| MLS3RUDHBackbone=VGG16, # bits=322026.05 | 18.94 | — | — | — | |
| SDCBackbone=ResNet50, # bits=122026.05 | 18.5 | — | — | — | |
| CIBHashBackbone=VGG16, # bits=122026.05 | 18.47 | — | — | — | |
| SDCBackbone=VGG16, # bits=122026.05 | 17.91 | — | — | — | |
| BihalfBackbone=VGG16, # bits=242026.05 | 17.87 | — | — | — | |
| MLS3RUDHBackbone=VGG16, # bits=242026.05 | 14.69 | — | — | — | |
| BihalfBackbone=VGG16, # bits=122026.05 | 13.56 | — | — | — | |
| UGHBackbone=VGG16, # bits=962026.05 | 13.5 | — | — | — | |
| SGH# bits=96, Protocol=Hard-unsupervised2026.05 | 12.71 | — | — | — | |
| SPQ# bits=12, Backbone=ResNet50, Protocol=Hard-unsupervised2026.05 | 12.56 | — | — | — | |
| UGHBackbone=VGG16, # bits=482026.05 | 12.38 | — | — | — | |
| UGHBackbone=VGG16, # bits=322026.05 | 12.09 | — | — | — | |
| MLS3RUDHBackbone=VGG16, # bits=122026.05 | 11.56 | — | — | — | |
| UGHBackbone=VGG16, # bits=242026.05 | 10.71 | — | — | — | |
| SGH# bits=48, Protocol=Hard-unsupervised2026.05 | 10.42 | — | — | — | |
| SGH# bits=32, Protocol=Hard-unsupervised2026.05 | 8.16 | — | — | — | |
| UGHBackbone=VGG16, # bits=122026.05 | 7.28 | — | — | — | |
| SGH# bits=24, Protocol=Hard-unsupervised2026.05 | 4.38 | — | — | — | |
| SGH# bits=12, Protocol=Hard-unsupervised2026.05 | 3.52 | — | — | — | |
| A2-SSL2026.05 | — | 34.2 | 44.8 | 46.4 |