Image Retrieval on CARS196
88Recall@1Group Loss
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Group LossEnsemble size=5, Category=Loss + Ensembles2019.12 | 88 | 92.5 | 95.7 | 97.5 | — | — | — | — | — | — | |
| Group LossEnsemble size=2, Category=Loss + Ensembles2019.12 | 86.2 | 91.6 | 95 | 97.1 | — | — | — | — | — | — | |
| ABEEmbedding Size=512, Ensemble Method=true2019.04 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | — | — | |
| ABEEnsemble size=8, Category=Loss + Ensembles2019.12 | 85.2 | 90.5 | 94 | 96.1 | — | — | — | — | — | — | |
| D and CEnsemble size=8, Category=Loss + Ensembles2019.12 | 84.6 | 90.7 | 94.1 | 96.5 | — | — | — | — | — | — | |
| MSEmbedding Size=5122019.04 | 84.1 | 90.4 | 94 | 96.5 | 98 | 98.9 | — | — | — | — | |
| GPWCategory=Loss + Sampling2019.12 | 84.1 | 90.4 | 94 | 96.5 | — | — | — | — | — | — | |
| HDC + ContrastiveEmbedding dimension=384, Bounding boxes=true, Testing crops=Single2016.11 | 83.8 | 89.8 | 93.6 | 96.2 | 97.8 | 98.9 | — | — | — | — | |
| RKDStrategy=Teacher-Student2019.12 | 82.3 | 89.8 | 94.2 | 96.6 | — | — | — | — | — | — | |
| RLLEnsemble size=3, Category=Loss + Ensembles2019.12 | 82.1 | 89.3 | 93.7 | 96.7 | — | — | — | — | — | — | |
| A-BIER2018.01 | 82 | 89 | 93.2 | 96.1 | 97.8 | 98.7 | — | — | — | — | |
| ABIEREmbedding Size=512, Ensemble Method=true2019.04 | 82 | 89 | 93.2 | 96.1 | 97.8 | 98.7 | — | — | — | — | |
| A-BIEREnsemble size=6, Category=Loss + Ensembles2019.12 | 82 | 89 | 93.2 | 96.1 | — | — | — | — | — | — | |
| HTLEmbedding Size=5122019.04 | 81.4 | 88 | 92.7 | 95.7 | 97.4 | 99 | — | — | — | — | |
| Hier. tripletCategory=Loss + Sampling2019.12 | 81.4 | 88 | 92.7 | 95.7 | — | — | — | — | — | — | |
| A-BIER Learner-3number of learners=32018.01 | 80.6 | 88.2 | 92.3 | 95.8 | 97.6 | 98.6 | — | — | — | — | |
| MarginEmbedding Size=1282019.04 | 79.6 | 86.5 | 91.9 | 95.1 | 97.3 | — | — | — | — | — | |
| Samp. Matt.Category=Loss + Sampling2019.12 | 79.6 | 86.5 | 91.9 | 95.1 | — | — | — | — | — | — | |
| SupFINElabels=fine labels2023.03 | 78.09 | 82.97 | — | — | — | — | 86.51 | 88.04 | — | — | |
| BIER2018.01 | 78 | 85.8 | 91.1 | 95.1 | 97.3 | 98.7 | — | — | — | — | |
| HDCEnsemble size=3, Category=Loss + Ensembles2019.12 | 78 | 85.8 | 91.1 | 95.1 | — | — | — | — | — | — | |
| MSEmbedding Size=642019.04 | 77.3 | 85.3 | 90.5 | 94.2 | 96.9 | 98.2 | — | — | — | — | |
| ABEEnsemble size=2, Category=Loss + Ensembles2019.12 | 76.8 | 84.9 | 90.2 | 94 | — | — | — | — | — | — | |
| BIER Learner-3number of learners=32018.01 | 76.5 | 84.9 | 90.9 | 94.9 | 97.6 | 98.7 | — | — | — | — | |
| HDC + ContrastiveEmbedding dimension=384, Testing crops=Multiple2016.11 | 75 | 83.9 | 90.3 | 94.3 | 96.8 | 98.4 | — | — | — | — | |
| BIEREnsemble size=6, Category=Loss + Ensembles2019.12 | 75 | 83.9 | 90.3 | 94.3 | — | — | — | — | — | — | |
| RLLEnsemble size=1, Category=Loss + Sampling2019.12 | 74 | 83.6 | 90.1 | 94.1 | — | — | — | — | — | — | |
| HDC + ContrastiveEmbedding dimension=384, Bounding boxes=false, Testing crops=Single2016.11 | 73.7 | 83.2 | 89.5 | 93.8 | 96.7 | 98.4 | — | — | — | — | |
| HDC2018.01 | 73.7 | 83.2 | 89.5 | 93.8 | 96.7 | 98.4 | — | — | — | — | |
| HDCEmbedding Size=3842019.04 | 73.7 | 83.2 | 89.5 | 93.8 | 96.7 | 98.4 | — | — | — | — | |
| Ours Baseline2018.01 | 73.6 | 82.6 | 89 | 93.5 | 96.4 | 98.2 | — | — | — | — | |
| DAMLRRMCategory=Loss + Sampling2019.12 | 73.5 | 82.6 | 89.1 | 93.5 | — | — | — | — | — | — | |
| Proxy NCA2018.01 | 73.2 | 82.4 | 86.4 | 87.8 | — | — | — | — | — | — | |
| ProxyNCAEmbedding Size=642019.04 | 73.2 | 82.4 | 86.4 | 87.8 | — | — | — | — | — | — | |
| DE-DSPCategory=Loss + Sampling2019.12 | 72.9 | 81.6 | 88.8 | — | — | — | — | — | — | — | |
| Angular Loss2018.01 | 71.4 | 81.4 | 87.5 | 92.1 | — | — | — | — | — | — | |
| NpairsTesting crops=Multiple2016.11 | 71.1 | 79.7 | 86.5 | 91.6 | — | — | — | — | — | — | |
| N-Pair-Loss2018.01 | 71.1 | 79.7 | 86.5 | 91.6 | — | — | — | — | — | — | |
| Smart Mining2018.01 | 64.7 | 76.2 | 84.2 | 90.2 | — | — | — | — | — | — | |
| Smart MiningEmbedding Size=642019.04 | 64.7 | 76.2 | 84.2 | 90.2 | — | — | — | — | — | — | |
| Clustering2018.01 | 58.1 | 70.6 | 80.3 | 87.8 | — | — | — | — | — | — | |
| ClusteringEmbedding Size=642019.04 | 58.1 | 70.6 | 80.3 | 87.8 | — | — | — | — | — | — | |
| PDDM + QuadrupletEmbedding dimension=128, Bounding boxes=true, Testing crops=Single2016.11 | 57.4 | 68.6 | 80.1 | 89.4 | 92.3 | 94.9 | — | — | — | — | |
| LiftedStructEmbedding dimension=128, Bounding boxes=false, Testing crops=Single2016.11 | 49 | 60.3 | 72.1 | 81.5 | 89.2 | 92.8 | — | — | — | — | |
| LiftedStruct2018.01 | 49 | 60.3 | 72.1 | 81.5 | 89.2 | 92.8 | — | — | — | — | |
| PDDM + TripletEmbedding dimension=128, Bounding boxes=true, Testing crops=Single2016.11 | 46.4 | 58.2 | 70.3 | 80.1 | 88.6 | 92.6 | — | — | — | — | |
| MaskCon2023.03 | 45.53 | 58.56 | — | — | — | — | 74.36 | 84.36 | — | — | |
| CoIns2023.03 | 42.77 | 55.6 | — | — | — | — | 72.29 | 82.53 | — | — | |
| SupCE2023.03 | 42.77 | 55.6 | — | — | — | — | 72.29 | 82.53 | — | — | |
| Grafit2023.03 | 42.3 | 54.79 | — | — | — | — | 71.1 | 81.74 | — | — | |
| SupCon2023.03 | 42.3 | 54.79 | — | — | — | — | 71.1 | 81.74 | — | — | |
| TripletEmbedding dimension=128, Bounding boxes=false, Testing crops=Single2016.11 | 39.1 | 50.4 | 63.3 | 74.5 | 84.1 | 89.8 | — | — | — | — | |
| Triplet2018.01 | 39.1 | 50.4 | 63.3 | 74.5 | 84.1 | 89.8 | — | — | — | — | |
| ContrastiveEmbedding dimension=128, Bounding boxes=false, Testing crops=Single2016.11 | 21.7 | 32.3 | 46.1 | 58.9 | 72.2 | 83.4 | — | — | — | — | |
| Contrastive2018.01 | 21.7 | 32.3 | 46.1 | 58.9 | 72.2 | 83.4 | — | — | — | — | |
| SelfCon2023.03 | 20.97 | 28.75 | — | — | — | — | 41.44 | 52.61 | — | — | |
| CLIP-0.4Bparameter size=0.4B, zero-shot=true2024.01 | — | — | — | — | — | — | — | — | — | 87.98 | |
| CN-CLIP-1Bparameter size=1B, zero-shot=true2024.01 | — | — | — | — | — | — | — | — | 83.58 | — | |
| M2-Encoder-0.4Bparameter size=0.4B, zero-shot=true2024.01 | — | — | — | — | — | — | — | — | 94.14 | 91.54 | |
| M2-Encoder-10Bparameter size=10B, zero-shot=true2024.01 | — | — | — | — | — | — | — | — | 97.41 | 97.8 | |
| M2-Encoder-1Bparameter size=1B, zero-shot=true2024.01 | — | — | — | — | — | — | — | — | 94.14 | 94.21 |