Image Retrieval on CUB
90.1Recall@1UNICOM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=3362023.04 | 90.1 | — | — | — | — | |
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=2242023.04 | 89.7 | — | — | — | — | |
| UNICOMBackbone=ViT-L/14, Resolution=336x3362023.04 | 89.2 | — | — | — | — | |
| UNICOMBackbone=ViT-B/16, Fine-tuning=true, Resolution=2242023.04 | 88.8 | — | — | — | — | |
| UNICOMBackbone=ViT-L/142023.04 | 88.5 | — | — | — | — | |
| UNICOMBackbone=ViT-B/162023.04 | 86.5 | — | — | — | — | |
| UNICOMBackbone=ViT-B/32, Fine-tuning=true, Resolution=2242023.04 | 85.8 | — | — | — | — | |
| HIERbackbone=ViT, embedding dimension=3842022.12 | 85.7 | 91.3 | 94.4 | — | — | |
| Hypbackbone=ViT, embedding dimension=3842022.12 | 85.6 | 91.4 | 94.8 | — | — | |
| Hyp-ViTBackbone=ViT-S/162023.04 | 85.6 | — | — | — | — | |
| HIERbackbone=ViT, embedding dimension=1282022.12 | 84.2 | 90.1 | 93.7 | — | — | |
| Hypbackbone=ViT, embedding dimension=1282022.12 | 84 | 90.2 | 94.2 | — | — | |
| UNICOMBackbone=ViT-B/322023.04 | 83.7 | — | — | — | — | |
| ViT-Sbackbone=ViT, embedding dimension=3842022.12 | 83.1 | 90.4 | 94.4 | — | — | |
| OpenCLIPBackbone=ViT-H/142023.04 | 83.1 | — | — | — | — | |
| HIERbackbone=DINO, embedding dimension=3842022.12 | 81.1 | 88.2 | 93.3 | — | — | |
| Hypbackbone=DINO, embedding dimension=3842022.12 | 80.9 | 87.6 | 92.4 | — | — | |
| OpenCLIPBackbone=ViT-L/142023.04 | 79.4 | — | — | — | — | |
| CRTEmbedding Dimension=1282022.10 | 78.98 | 86.68 | 91.61 | 95.04 | — | |
| HIERbackbone=DeiT, embedding dimension=3842022.12 | 78.7 | 86.8 | 92 | — | — | |
| HIERbackbone=DINO, embedding dimension=1282022.12 | 78.5 | 86.7 | 91.5 | — | — | |
| Hypbackbone=DINO, embedding dimension=1282022.12 | 78.3 | 86 | 91.2 | — | — | |
| Hypbackbone=DeiT, embedding dimension=3842022.12 | 77.8 | 86.6 | 91.9 | — | — | |
| CLIPBackbone=ViT-L/14, Resolution=336x3362023.04 | 77.3 | — | — | — | — | |
| IRTRbackbone=DeiT, embedding dimension=3842022.12 | 76.6 | 85 | 91.1 | — | — | |
| CLIPBackbone=ViT-L/142023.04 | 76 | — | — | — | — | |
| HIERbackbone=DeiT, embedding dimension=1282022.12 | 75.2 | 84.2 | 90 | — | — | |
| IRTREmbedding Dimension=3842022.10 | 74.7 | 82.9 | 89.3 | 93.3 | — | |
| Hyp-DeiTEmbedding Dimension=1282022.10 | 74.7 | 84.5 | 90.1 | 94.1 | — | |
| Hypbackbone=DeiT, embedding dimension=1282022.12 | 74.7 | 84.5 | 90.1 | — | — | |
| Group Loss++Embedding Dimension=5122022.10 | 72.6 | 80.5 | 86.2 | 91.2 | — | |
| IRTRbackbone=DeiT, embedding dimension=1282022.12 | 72.6 | 81.9 | 88.7 | — | — | |
| ETLREmbedding Dimension=5122022.10 | 72.1 | 81.3 | 87.6 | — | — | |
| OpenCLIPBackbone=ViT-B/162023.04 | 71.4 | — | — | — | — | |
| DINObackbone=DINO, embedding dimension=3842022.12 | 70.8 | 81.1 | 88.8 | — | — | |
| DeiT-Sbackbone=DeiT, embedding dimension=3842022.12 | 70.6 | 81.3 | 88.7 | — | — | |
| IBCEmbedding Dimension=5122022.10 | 70.3 | 80.3 | 87.6 | 92.7 | — | |
| HIERbackbone=ResNet-50, embedding dimension=5122022.12 | 70.1 | 79.4 | 86.9 | — | — | |
| ProxyNCA++backbone=ResNet-50, embedding dimension=512, larger input images=true2022.12 | 69 | 79.8 | 87.3 | — | — | |
| DRML-PAEmbedding Dimension=5122022.10 | 68.7 | 78.6 | 86.3 | 91.6 | — | |
| LSCM-GNNEmbedding Dimension=5122022.10 | 68.5 | 77.3 | 85.3 | 91.3 | — | |
| Proxy-AnchorEmbedding Dimension=5122022.10 | 68.4 | 79.2 | 86.8 | 91.6 | — | |
| DCML-MDWEmbedding Dimension=5122022.10 | 68.4 | 77.9 | 86.1 | 91.7 | — | |
| D & CEmbedding Dimension=5122022.10 | 68.4 | 78.7 | 86 | 91.6 | — | |
| PAbackbone=Inception with BatchNorm, embedding dimension=5122022.12 | 68.4 | 79.2 | 86.8 | — | — | |
| PA+DIMLEmbedding Dimension=1282022.10 | 66.46 | — | — | — | — | |
| MICbackbone=ResNet-50, embedding dimension=1282022.12 | 66.1 | 76.8 | 85.6 | — | — | |
| CLIPBackbone=ViT-B/162023.04 | 66.1 | — | — | — | — | |
| XBMbackbone=Inception with BatchNorm, embedding dimension=5122022.12 | 65.8 | 75.9 | 84 | — | — | |
| MSEmbedding Dimension=5122022.10 | 65.7 | 77 | 86.3 | 91.2 | — | |
| MSbackbone=Inception with BatchNorm, embedding dimension=5122022.12 | 65.7 | 77 | 86.3 | — | — | |
| Hypbackbone=ResNet-50, embedding dimension=5122022.12 | 65.5 | 76.2 | 84.9 | — | — | |
| SoftTriplebackbone=Inception with BatchNorm, embedding dimension=5122022.12 | 65.4 | 76.4 | 84.5 | — | — | |
| EPSHNEmbedding Dimension=5122019.04 | 64.9 | 75.3 | 83.5 | — | — | |
| DREMLEmbedding Dimension=5762019.04 | 63.9 | 75 | 83.1 | — | — | |
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=2562022.01 | 63.8 | 74.8 | 83.7 | — | — | |
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=3842022.01 | 63.8 | 75 | 84.2 | — | — | |
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=1282022.01 | 63.5 | 74.8 | 83.6 | — | — | |
| Direct Gradient FrameworkEmbedding Dimension=64, Batch Size=5122022.01 | 63.1 | 74.6 | 83.2 | — | — | |
| OpenCLIPBackbone=ViT-B/322023.04 | 62.3 | — | — | — | — | |
| Proxy-anchorEmbedding Dimension=642022.01 | 61.7 | 73 | 81.8 | — | — | |
| NSoftmaxbackbone=ResNet-50, embedding dimension=5122022.12 | 61.3 | 73.9 | 83.5 | — | — | |
| DR-MSEmbedding Dimension=64, Batch Size=128, Implementation=Paper Re-implementation2022.01 | 60.7 | 71.9 | 81.3 | — | — | |
| ABEEmbedding Dimension=5122019.04 | 60.6 | 71.5 | 79.8 | — | — | |
| SoftTripleEmbedding Dimension=642022.01 | 60.1 | 71.9 | 81.2 | — | — | |
| MSEmbedding Dimension=64, Batch Size=128, Implementation=Paper Re-implementation2022.01 | 59.8 | 71.7 | 81 | — | — | |
| DR-MSEmbedding Dimension=642022.01 | 59.1 | 71 | 80.3 | — | — | |
| SCTBackbone=ResNet-50, Embedding Dimension=642020.07 | 57.7 | 69.8 | 79.6 | 87 | — | |
| SCTEmbedding Dimension=642022.01 | 57.7 | 69.8 | 79.6 | — | — | |
| A-BIEREmbedding Dimension=5122022.10 | 57.5 | 68.7 | 78.3 | 82.6 | — | |
| MSEmbedding Dimension=642022.01 | 57.4 | 69.8 | 80 | — | — | |
| EasyPositiveEmbedding Dimension=642022.01 | 57.3 | 68.9 | 79.3 | — | — | |
| HTLEmbedding Dimension=5122019.04 | 57.1 | 68.8 | 78.7 | — | — | |
| HTLbackbone=Inception with BatchNorm, embedding dimension=5122022.12 | 57.1 | 68.8 | 78.7 | — | — | |
| SHNBackbone=ResNet-50, Embedding Dimension=642020.07 | 56.7 | 68.6 | 78.6 | 86.6 | — | |
| CLIPBackbone=ViT-B/322023.04 | 56.7 | — | — | — | — | |
| NSoftmaxbackbone=ResNet-50, embedding dimension=1282022.12 | 56.5 | 69.6 | 79.9 | — | — | |
| BIEREmbedding Dimension=5122019.04 | 55.3 | 67.2 | 76.9 | — | — | |
| HDCEmbedding Dimension=3842019.04 | 53.6 | 65.7 | 77 | — | — | |
| N-pairBackbone=ResNet-50, Embedding Dimension=642020.07 | 51.9 | 64.3 | 74.9 | 83.2 | — | |
| ClusteringBackbone=ResNet-50, Embedding Dimension=642020.07 | 49.8 | 61.4 | 71.8 | 81.9 | — | |
| SmartMiningBackbone=ResNet-50, Embedding Dimension=642020.07 | 49.8 | 62.3 | 74.1 | 83.3 | — | |
| ProxyNCABackbone=ResNet-50, Embedding Dimension=642020.07 | 49.2 | 61.9 | 67.9 | 72.4 | — | |
| ProxyNCAEmbedding Dimension=642022.01 | 49.2 | 61.9 | 67.9 | — | — | |
| LiftedBackbone=ResNet-50, Embedding Dimension=642020.07 | 43.6 | 56.6 | 68.6 | 79.6 | — | |
| LiftedStructEmbedding Dimension=642022.01 | 43.6 | 56.6 | 68.6 | — | — | |
| Triplet-SemihardBackbone=ResNet-50, Embedding Dimension=642020.07 | 42.6 | 55 | 66.4 | 77.2 | — | |
| CircleNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 44.07 | |
| CircleNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 22.96 | |
| Co-teachingNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 51.75 | |
| Co-teachingNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 48.85 | |
| Co-teaching w/ TemperatureNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 54.59 | |
| Co-teaching w/ TemperatureNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 48.32 | |
| Co-teaching+Noisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 51.55 | |
| Co-teaching+Noisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 47.62 | |
| Contrastive LossNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 47.27 | |
| Contrastive LossNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 39.43 | |
| FastAPNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 31.18 | |
| FastAPNoisy Label Rate=50%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 40.83 | |
| MCL + PRISMNoisy Label Rate=25%, Label Noise Type=Small Cluster, Backbone=BN-Inception, Output Dimension=5122021.03 | — | — | — | — | 55.77 |