Unsupervised Image Hashing on COCO
90.1mAPCroVCA (SWAG)
Evaluation Results
| Method | Links | |
|---|---|---|
| CroVCA (SWAG)Bits=64, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 90.1 | |
| IPHASHBits=642025.10 | 89.4 | |
| CroVCA (DINOv2)Bits=32, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 89.2 | |
| CroVCA (DFN)Bits=64, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 89.2 | |
| CroVCA (DINOv3)Bits=64, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 89.1 | |
| CroVCA (DINOv2)Bits=64, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 89 | |
| CroVCA (SWAG)Bits=32, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 89 | |
| CroVCA (DINOv3)Bits=32, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 88.8 | |
| CroVCA (SWAG)Bits=Orig, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 88.6 | |
| CroVCA (DINOv2)Bits=Orig, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 88.3 | |
| CroVCA (SimDINOv2)Bits=64, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 87.8 | |
| IPHASHBits=322025.10 | 87.5 | |
| CroVCA (DINOv2)Bits=16, Backbone=ViT-B, Pre-training=LVD-142M2025.10 | 87.5 | |
| CroVCA (DFN)Bits=32, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 87.5 | |
| CroVCA (SimDINOv2)Bits=Orig, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 87.4 | |
| CroVCA (SimDINOv2)Bits=32, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 87 | |
| CroVCA (DFN)Bits=Orig, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 87 | |
| CroVCA (DINOv3)Bits=16, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 86.7 | |
| CroVCA (DINOv3)Bits=Orig, Backbone=ViT-B, Pre-training=LVD-1689M2025.10 | 86.6 | |
| CroVCA (SimDINOv2)Bits=16, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 85.4 | |
| CroVCA (DeiT)Bits=64, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 85.4 | |
| CroVCA (DeiT)Bits=Orig, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 84.9 | |
| CroVCA (DeiT)Bits=32, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 84.8 | |
| CroVCA (SWAG)Bits=16, Backbone=ViT-B, Pre-training=IG-3.6B → IN1k2025.10 | 84.7 | |
| CTMIHBits=642025.10 | 84.6 | |
| CTMIHBits=322025.10 | 83.4 | |
| CroVCA (DFN)Bits=16, Backbone=ViT-B, Pre-training=DFN-2B2025.10 | 83.4 | |
| CroVCA (DINOv3)Bits=Orig, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 82.7 | |
| IPHASHBits=162025.10 | 82.6 | |
| CroVCA (DINOv3)Bits=64, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 82.4 | |
| CroVCA (DINOv3)Bits=32, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 82.3 | |
| CroVCA (DeiT)Bits=16, Backbone=ViT-B, Pre-training=IN-1k2025.10 | 82.1 | |
| HARR*Bits=642025.10 | 81.6 | |
| CTMIHBits=162025.10 | 80.9 | |
| FSCHBits=642025.10 | 79.9 | |
| CroVCA (DINOv3)Bits=16, Backbone=ViT-S, Pre-training=LVD-1689M2025.10 | 79.5 | |
| HARR*Bits=322025.10 | 78.9 | |
| FSCHBits=322025.10 | 78.7 | |
| FSCHBits=162025.10 | 76 | |
| HARR*Bits=162025.10 | 74.8 |