Image Retrieval on In-Shop (test)
91.3Recall@1XBM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| XBMBackbone=ResNet50, Embedding size=1282019.12 | 91.3 | 97.8 | 98.4 | 98.7 | 99 | 99.1 | — | — | |
| FastAPBackbone=ResNet50, Embedding size=5122019.12 | 90.9 | 97.7 | 98.5 | 98.8 | 98.9 | 99.1 | — | — | |
| FastAPEmbedding Dimension=512, Backbone=ResNet502020.07 | 90.9 | 97.7 | 98.5 | — | — | — | — | — | |
| SCTEmbedding Dimension=512, Backbone=ResNet502020.07 | 90.9 | 97.5 | 98.1 | — | — | — | — | — | |
| SHNEmbedding Dimension=512, Backbone=ResNet502020.07 | 90.6 | 97.4 | 98.1 | — | — | — | — | — | |
| XBMBackbone=InceptionBN, Embedding size=5122019.12 | 89.9 | 97.6 | 98.4 | 98.6 | 98.8 | 98.9 | — | — | |
| MSEmbedding Size=5122019.04 | 89.7 | 97.9 | 98.5 | 98.8 | 99.1 | 99.2 | — | — | |
| MSBackbone=InceptionBN, Embedding size=5122019.12 | 89.7 | 97.9 | 98.5 | 98.8 | 99.1 | 99.2 | — | — | |
| MSEmbedding Dimension=512, Backbone=ResNet502020.07 | 89.7 | 97.9 | 98.5 | — | — | — | — | — | |
| XBMBackbone=GoogleNet, Embedding size=5122019.12 | 89.4 | 97.5 | 98.3 | 98.6 | 98.7 | 98.9 | — | — | |
| LOCORE-smallRe-ranking images count=1002025.03 | 89.4 | 97.7 | 97.7 | — | — | — | — | 78.8 | |
| LOCORE-tinyRe-ranking images count=1002025.03 | 89.1 | 97.9 | 98.2 | — | — | — | — | 78.4 | |
| aQERe-ranking images count=1002025.03 | 88.5 | 97.1 | 98.1 | — | — | — | — | 76.8 | |
| Global descriptors2025.03 | 88.3 | 97.7 | 98.4 | — | — | — | — | 74.8 | |
| RRTRe-ranking images count=1002025.03 | 88.3 | 97.9 | 98.6 | — | — | — | — | 77.6 | |
| MICBackbone=ResNet50, Embedding size=1282019.12 | 88.2 | 97 | — | 98 | — | 98.8 | — | — | |
| MSEmbedding Size=1282019.04 | 88 | 97.2 | 98.1 | 98.5 | 98.7 | 98.8 | — | — | |
| LOCORE-baseRe-ranking images count=1002025.03 | 87.9 | 97.9 | 98.7 | — | — | — | — | 77 | |
| EasyPositiveEmbedding Dimension=512, Backbone=ResNet502020.07 | 87.8 | 95.7 | 96.8 | — | — | — | — | — | |
| ABEEmbedding Size=5122019.04 | 87.3 | 96.7 | 97.9 | 98.2 | 98.5 | 98.7 | — | — | |
| ABEBackbone=GoogleNet, Embedding size=5122019.12 | 87.3 | 96.7 | 97.9 | 98.2 | 98.5 | 98.7 | — | — | |
| ABEEmbedding Dimension=512, Backbone=ResNet502020.07 | 87.3 | 96.7 | 97.9 | — | — | — | — | — | |
| DQERe-ranking images count=1002025.03 | 86.4 | 97.1 | 98.1 | — | — | — | — | 72.4 | |
| SSR RerankRe-ranking images count=1002025.03 | 86.3 | 97.1 | 98.2 | — | — | — | — | 75.8 | |
| DivideBackbone=ResNet50, Embedding size=1282019.12 | 85.7 | 95.5 | 96.9 | 97.5 | — | 98 | — | — | |
| ABIEREmbedding Size=5122019.04 | 83.1 | 95.1 | 96.9 | 97.5 | 97.8 | 98 | — | — | |
| A-BIERBackbone=GoogleNet, Embedding size=5122019.12 | 83.1 | 95.1 | 96.9 | 97.5 | 97.8 | 98 | — | — | |
| AQERe-ranking images count=1002025.03 | 81.7 | 95.9 | 96.7 | — | — | — | — | 73.2 | |
| HTLEmbedding Size=1282019.04 | 80.9 | 94.3 | 95.8 | 97.2 | 97.4 | 97.8 | — | — | |
| HTLBackbone=InceptionBN, Embedding size=5122019.12 | 80.9 | 94.3 | 95.8 | 97.2 | 97.4 | 97.8 | — | — | |
| BIEREmbedding Dimension=512, Backbone=ResNet502020.07 | 76.9 | 92.8 | 95.2 | — | — | — | — | — | |
| UDONPre-training=CLIP2024.06 | 71.8 | — | — | — | — | — | 89.7 | — | |
| UDONPre-training=ImageNet21k2024.06 | 69.8 | — | — | — | — | — | 88.3 | — | |
| USC w/ Dyn SamplerPre-training=ImageNet21k2024.06 | 65.9 | — | — | — | — | — | 86.1 | — | |
| MLP baseline w/ Dyn SamplerPre-training=ImageNet21k2024.06 | 64.1 | — | — | — | — | — | 85 | — | |
| HDCEmbedding Size=3842019.04 | 62.1 | 84.9 | 89 | 91.2 | 92.3 | 93.1 | — | — | |
| HDCBackbone=GoogleNet, Embedding size=3842019.12 | 62.1 | 84.9 | 89 | 91.2 | 92.3 | 93.1 | — | — | |
| FashionNetEmbedding Size=40962019.04 | 53 | 73 | 76 | 77 | 79 | 80 | — | — |