Image Retrieval on CARS196 (test)
89.3Recall@1NormSoftmax
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| NormSoftmaxEmbedding dimension=2048, Net=ResNet-502018.11 | 89.3 | 94.1 | 96.4 | 98 | — | — | — | — | |
| NormSoftmaxd=cos, Architecture=ResNet-502020.03 | 89.3 | 94.1 | 96.4 | 98 | — | — | — | — | |
| Cross-Entropyd=cos, Architecture=ResNet-502020.03 | 89.3 | 93.9 | 96.6 | 98.4 | 99.3 | 99.7 | — | — | |
| Cross-Entropyd=l2, Architecture=ResNet-502020.03 | 89.1 | 93.7 | 96.5 | 98.1 | 99 | 99.4 | — | — | |
| NormSoftmaxEmbedding dimension=2048, Net=ResNet-50, Output format=bits2018.11 | 88.7 | 93.7 | 96.4 | 98 | — | — | — | — | |
| LMCL*Embedding dimension=2048, Net=ResNet-502018.11 | 88.3 | 93.1 | 95.7 | 97.4 | — | — | — | — | |
| Proxy-AnchorEmbedding size=512, Backbone=BN-Inception, Image Size=256x2562020.03 | 88.3 | 93.1 | 95.7 | 97.5 | — | — | — | — | |
| ABE + HORDEBackbone=GoogleNet, Evaluation Protocol=high-order moments concatenation + PCA2019.08 | 88 | 93.2 | 96 | 97.9 | 99 | 99.5 | — | — | |
| NormSoftmaxEmbedding dimension=1024, Net=BNInception2018.11 | 87.9 | 93.2 | 96.2 | 98.1 | — | — | — | — | |
| ABE + HORDEBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 86.4 | 92 | 95.3 | 97.4 | 98.6 | 99.3 | — | — | |
| contrastive loss + HORDEBackbone=BN-Inception, Evaluation Protocol=high-order moments concatenation + PCA2019.08 | 86.2 | 91.9 | 95.1 | 97.2 | 98.5 | 99.4 | — | — | |
| Proxy-AnchorEmbedding size=512, Backbone=BN-Inception, Image Size=224x2242020.03 | 86.1 | 91.7 | 95 | 97.3 | — | — | — | — | |
| DREMLEmbedding dimension=576, Net=ResNet-182018.11 | 86 | 91.7 | 95 | 97.2 | — | — | — | — | |
| DREMLDim=9216, Backbone=Inception-BN2020.03 | 86 | 91.7 | 95 | — | — | — | 76.4 | — | |
| DREMLd=cos, Architecture=ResNet-182020.03 | 86 | 91.7 | 95 | 97.2 | — | — | — | — | |
| ABE-8Embedding Size=512, Backbone=GoogLeNet2018.04 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | |
| ABEBackbone=GoogleNet, Evaluation Protocol=ensemble2019.08 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | |
| ABE-8Embedding dimension=512, Net=GoogLeNet with attention2018.11 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | |
| ABEDim=512, Backbone=Inception-BN2020.03 | 85.2 | 90.5 | 94 | — | — | — | — | — | |
| ABEEmbedding size=512, Backbone=GoogleNet, Image Size=224x2242020.03 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | |
| ABEEmbedding size=5122020.02 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | |
| ABEd=cos, Architecture=GoogLeNet2020.03 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | |
| D&CDim=128, Backbone=Inception-BN2020.03 | 84.6 | 90.7 | 94.1 | — | — | — | 70.3 | — | |
| D&Cd=cos, Architecture=ResNet-502020.03 | 84.6 | 90.7 | 94.1 | 96.5 | — | — | — | — | |
| SOFT-TRIPLEDim=512, Backbone=Inception-BN2020.03 | 84.5 | 90.7 | 94.5 | — | — | — | 70.1 | — | |
| SoftTripleEmbedding size=512, Backbone=BN-Inception, Image Size=224x2242020.03 | 84.5 | 90.7 | 94.5 | 96.9 | — | — | — | — | |
| NormSoftmaxEmbedding dimension=512, Net=ResNet-502018.11 | 84.2 | 90.4 | 94.4 | 96.9 | — | — | — | — | |
| Multi-similarity lossBackbone=BN-Inception, Evaluation Protocol=standard2019.08 | 84.1 | 90.4 | 94 | 96.5 | 98 | 98.9 | — | — | |
| MSEmbedding size=512, Backbone=BN-Inception, Image Size=224x2242020.03 | 84.1 | 90.4 | 94 | 96.5 | — | — | — | — | |
| Multi-SimiEmbedding size=5122020.02 | 84.1 | 90.4 | 94 | 96.5 | — | — | — | — | |
| Multi-Similarityd=cos, Architecture=BN-Inception2020.03 | 84.1 | 90.4 | 94 | 96.5 | 98 | 98.9 | — | — | |
| contrastive loss + HORDEBackbone=BN-Inception, Evaluation Protocol=standard2019.08 | 83.9 | 90.3 | 94.1 | 96.3 | 98.3 | 99.2 | — | — | |
| HORDE + Contr.Dim=512, Backbone=Inception-BN2020.03 | 83.9 | 90.3 | 94.1 | — | — | — | — | — | |
| Contra+HORDEEmbedding size=512, Backbone=BN-Inception, Image Size=224x2242020.03 | 83.9 | 90.3 | 94.1 | 96.3 | — | — | — | — | |
| ABE-8Embedding Size=384, Backbone=GoogLeNet2018.04 | 83.8 | 89.7 | 93.2 | 95.5 | — | — | — | — | |
| HDCd=cos, Architecture=GoogLeNet2020.03 | 83.8 | 89.8 | 93.6 | 96.2 | 97.8 | 98.9 | — | — | |
| CircleLossEmbedding size=5122020.02 | 83.4 | 89.8 | 94.1 | 96.5 | — | — | — | — | |
| Binomial Deviance + HORDEBackbone=GoogleNet, Evaluation Protocol=high-order moments concatenation + PCA2019.08 | 83.2 | 89.6 | 93.6 | 96.3 | 98 | 98.8 | — | — | |
| EPSHNd=cos, Architecture=ResNet-502020.03 | 82.7 | 89.3 | 93 | — | — | — | — | — | |
| MICDim=128, Backbone=Inception-BN2020.03 | 82.6 | 89.1 | 93.2 | — | — | — | 68.4 | — | |
| ABE-4Embedding Size=512, Backbone=GoogLeNet2018.04 | 82.5 | 89.1 | 93 | 95.5 | — | — | — | — | |
| ABE-4Embedding Size=384, Backbone=GoogLeNet2018.04 | 82.2 | 88.6 | 92.6 | 95.6 | — | — | — | — | |
| RankDim=1536, Backbone=Inception-BN2020.03 | 82.1 | 89.3 | 93.7 | — | — | — | 71.8 | — | |
| A-BierEmbedding Size=512, Backbone=GoogLeNet2018.04 | 82 | 89 | 93.2 | 96.1 | — | — | — | — | |
| DVMLBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 82 | 88.4 | 93.3 | 96.3 | — | — | — | — | |
| A-BIERBackbone=GoogleNet, Evaluation Protocol=ensemble2019.08 | 82 | 89 | 93.2 | 96.1 | 97.8 | 98.7 | — | — | |
| A-BIEREmbedding dimension=512, Net=GoogLeNet2018.11 | 82 | 89 | 93.2 | 96.1 | — | — | — | — | |
| DVMLDim=512, Backbone=Inception-BN2020.03 | 82 | 88.4 | 93.3 | — | — | — | 67.6 | — | |
| A-BIERDim=512, Backbone=Inception-BN2020.03 | 82 | 89 | 93.2 | — | — | — | — | — | |
| A-BIEREmbedding size=512, Backbone=GoogleNet, Image Size=224x2242020.03 | 82 | 89 | 93.2 | 96.1 | — | — | — | — | |
| ABIEREmbedding size=5122020.02 | 82 | 89 | 93.2 | 96.1 | — | — | — | — | |
| PADS (Margin + IBN)Dim=512, Backbone=Inception-BN, IBN=true2020.03 | 81.7 | 88.3 | 93 | — | — | — | 68.2 | — | |
| NormSoftmaxEmbedding dimension=128, Net=ResNet-502018.11 | 81.6 | 88.7 | 93.4 | 96.3 | — | — | — | — | |
| Binomial Deviance + HORDEBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 81.5 | 88.5 | 92.7 | 95.4 | 97.4 | 98.6 | — | — | |
| HTLdepth=162018.10 | 81.4 | 88 | 92.7 | 95.7 | 97.4 | 99 | — | — | |
| HTLBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 81.4 | 88 | 92.7 | 95.7 | 97.4 | 99 | — | — | |
| HTLEmbedding dimension=512, Net=BNInception2018.11 | 81.4 | 88 | 92.7 | 95.7 | — | — | — | — | |
| HTLDim=512, Backbone=Inception-BN2020.03 | 81.4 | 88 | 92.7 | — | — | — | — | — | |
| HTLEmbedding size=512, Backbone=BN-Inception, Image Size=224x2242020.03 | 81.4 | 88 | 92.7 | 95.7 | — | — | — | — | |
| HTLEmbedding size=5122020.02 | 81.4 | 88 | 92.7 | 95.7 | — | — | — | — | |
| HTLd=cos, Architecture=GoogLeNet2020.03 | 81.4 | 88 | 92.7 | 95.7 | 97.4 | 99 | — | — | |
| UDONPre-training=CLIP2024.06 | 80 | — | — | — | — | — | — | 85.8 | |
| Margin (Re-implemented)Dim=512, Backbone=Inception-BN, IBN=true2020.03 | 79.7 | 86.9 | 91.4 | — | — | — | 67.2 | — | |
| MarginEmbedding Size=128, Backbone=ResNet-502018.04 | 79.6 | 86.5 | 91.9 | 95.1 | — | — | — | — | |
| MarginEmbedding dimension=128, Net=ResNet-502018.11 | 79.6 | 86.5 | 91.9 | 95.1 | — | — | — | — | |
| MarginDim=128, Backbone=Inception-BN2020.03 | 79.6 | 86.5 | 90.1 | — | — | — | 69.1 | — | |
| MarginEmbedding size=128, Backbone=ResNet50, Image Size=224x2242020.03 | 79.6 | 86.5 | 91.9 | 95.1 | — | — | — | — | |
| Baseline2018.10 | 79.2 | 87.2 | 92.1 | 95.2 | 97.3 | 98.6 | — | — | |
| ABE (Ours)Backbone=GoogleNet, Evaluation Protocol=ensemble2019.08 | 79.2 | 87.1 | 92 | 95.2 | 97.3 | 98.7 | — | — | |
| HDMLBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 79.1 | 87.1 | 92.1 | 95.5 | — | — | — | — | |
| HDMLBase Loss=N-pair2019.03 | 79.1 | 87.1 | 92.1 | 95.5 | — | — | — | — | |
| HDMLDim=512, Backbone=Inception-BN2020.03 | 79.1 | 87.1 | 92.1 | — | — | — | 69.7 | — | |
| Proxy-AnchorEmbedding size=64, Backbone=BN-Inception, Image Size=224x2242020.03 | 78.8 | 87 | 92.2 | 95.5 | — | — | — | — | |
| SoftTripleEmbedding size=64, Backbone=BN-Inception, Image Size=224x2242020.03 | 78.6 | 86.6 | 91.8 | 95.4 | — | — | — | — | |
| Binomial Deviance (Ours)Backbone=GoogleNet, Evaluation Protocol=standard2019.08 | 78.2 | 86 | 91.3 | 94.6 | 97.1 | 98.3 | — | — | |
| BIER2018.10 | 78 | 85.8 | 91.1 | 95.1 | 97.3 | 98.7 | — | — | |
| BIERBackbone=GoogleNet, Evaluation Protocol=ensemble2019.08 | 78 | 85.8 | 91.1 | 95.1 | 97.3 | 98.7 | — | — | |
| MSEmbedding size=64, Backbone=BN-Inception, Image Size=224x2242020.03 | 77.3 | 85.3 | 90.5 | 94.2 | — | — | — | — | |
| ABE-2Embedding Size=384, Backbone=GoogLeNet2018.04 | 77.2 | 85.1 | 90.5 | 94.2 | — | — | — | — | |
| ABE-2Embedding Size=512, Backbone=GoogLeNet2018.04 | 76.8 | 84.9 | 90.2 | 94 | — | — | — | — | |
| HTGDim=512, Backbone=Inception-BN2020.03 | 76.5 | 84.7 | 90.4 | — | — | — | — | — | |
| contrastive loss + HORDEBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 76.2 | 85.2 | 90.8 | 95 | 97.2 | 98.8 | — | — | |
| DAMLBase Loss=N-pair2019.03 | 75.1 | 83.8 | 89.7 | 93.5 | — | — | — | — | |
| Triplet loss + HORDEBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 74 | 82.9 | 89.4 | 93.7 | 96.4 | 98 | — | — | |
| RLL-HEmbedding size=512, Backbone=BN-Inception, Image Size=224x2242020.03 | 74 | 83.6 | 90.1 | 94.1 | — | — | — | — | |
| LMCLEmbedding dimension=512, Net=ResNet-502018.11 | 73.9 | 81.7 | 87.4 | 91.5 | — | — | — | — | |
| HDCEmbedding Size=384, Backbone=GoogLeNet2018.04 | 73.7 | 83.2 | 89.5 | 93.8 | — | — | — | — | |
| HDC2018.10 | 73.7 | 83.2 | 89.5 | 93.8 | 96.7 | 98.4 | — | — | |
| HDCBackbone=GoogleNet, Evaluation Protocol=ensemble2019.08 | 73.7 | 83.2 | 89.5 | 93.8 | 96.7 | 98.4 | — | — | |
| HDCEmbedding dimension=384, Net=GoogLeNet2018.11 | 73.7 | 83.2 | 89.5 | 93.8 | — | — | — | — | |
| HDCEmbedding size=384, Backbone=GoogleNet, Image Size=224x2242020.03 | 73.7 | 83.2 | 89.5 | 93.8 | — | — | — | — | |
| HDCEmbedding size=3842020.02 | 73.7 | 83.2 | 89.5 | 93.8 | — | — | — | — | |
| DAMLRMMBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 73.5 | 82.6 | 89.1 | 93.5 | — | — | — | — | |
| Proxy NCAEmbedding Size=64, Backbone=InceptionBN2018.04 | 73.2 | 82.4 | 86.4 | 87.8 | — | — | — | — | |
| Proxy NCAEmbedding dimension=64, Net=BNInception2018.11 | 73.2 | 82.4 | 86.4 | 88.7 | — | — | — | — | |
| Proxy-NCAEmbedding size=64, Backbone=BN-Inception, Image Size=224x2242020.03 | 73.2 | 82.4 | 86.4 | 87.8 | — | — | — | — | |
| Proxy-NCAd=cos, Architecture=BN-Inception2020.03 | 73.2 | 82.4 | 86.4 | 88.7 | — | — | — | — | |
| contrastive loss (Ours)Backbone=GoogleNet, Evaluation Protocol=standard2019.08 | 72.2 | 81.3 | 88.1 | 92.6 | 95.6 | 97.8 | — | — | |
| Angular LossEmbedding Size=512, Backbone=GoogLeNet2018.04 | 71.4 | 81.4 | 87.5 | 92.1 | — | — | — | — | |
| Angular lossBackbone=GoogleNet, Evaluation Protocol=standard2019.08 | 71.4 | 81.4 | 87.5 | 92.1 | — | — | — | — |