Fine-Grained Sketch-Based Image Retrieval on Shoe V2 (test)
66.3Recall@1Upper-Limit
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Upper-Limit2022.03 | 66.3 | — | 88.3 | |
| Ours-FullTraining Mode=Unlabelled, Backbone=PVT-Large2023.03 | 48.35 | 85.62 | — | |
| B-PKTTraining Mode=Unlabelled, Technique=PKT2023.03 | 46.66 | 85.47 | — | |
| B-RKDTraining Mode=Unlabelled, Technique=RKD2023.03 | 46.18 | 85.12 | — | |
| B-RegressTraining Mode=Unlabelled, Technique=Regression2023.03 | 45.45 | 85.01 | — | |
| B-Edge2SketchTraining Mode=Unlabelled, Technique=Edge2Sketch2023.03 | 45.18 | 84.92 | — | |
| B-Edge-PretrainTraining Mode=Unlabelled, Technique=Edge Pre-training2023.03 | 44.62 | 84.85 | — | |
| Semi-sup-SN-oursTraining Paradigm=SOTA++, Augmentation=Intra-modal triplet objective2023.03 | 44.35 | 86.83 | — | |
| Ours-StrongBackbone=PVT-Large, Category=Stronger Baseline2023.03 | 44.18 | 84.68 | — | |
| Proposed (autoregressive sketch mapper)feature extractor=VGG-162023.03 | 44.1 | — | 75.1 | |
| Proposedcomponent=stroke-subset selector2022.03 | 43.7 | — | 74.9 | |
| B-CoAtNetBackbone=CoAtNet, Category=Stronger Baseline2023.03 | 42.63 | 83.2 | — | |
| Linear-Limit2022.03 | 42.5 | — | 73.2 | |
| B-CVTBackbone=CVT, Category=Stronger Baseline2023.03 | 41.58 | 83.14 | — | |
| zLBS+Rep=z_e2023.04 | 40.8 | 88.3 | — | |
| B-SWINBackbone=SWIN, Category=Stronger Baseline2023.03 | 40.71 | 82.57 | — | |
| StyleMeUp-oursTraining Paradigm=SOTA++, Augmentation=Intra-modal triplet objective2023.03 | 40.42 | 82.94 | — | |
| Semi-sup-SNTraining Paradigm=SOTA2023.03 | 39.12 | 85.21 | — | |
| Semi-Sup2022.03 | 39.1 | — | 69.9 | |
| Semi-Sup2023.03 | 39.1 | — | 69.9 | |
| OnTheFly-oursTraining Paradigm=SOTA++, Augmentation=Intra-modal triplet objective2023.03 | 38.62 | 81.97 | — | |
| Jigsaw-SN-oursTraining Paradigm=SOTA++, Augmentation=Intra-modal triplet objective2023.03 | 37.64 | 79.78 | — | |
| Contrastive+Augment2022.03 | 37.6 | — | 70.1 | |
| B-VGG-19Backbone=VGG-19, Category=Stronger Baseline2023.03 | 37.28 | 81.01 | — | |
| StyleMeUp+Augment2022.03 | 36.9 | — | 69.9 | |
| Mixed-Jigsaw2022.03 | 36.5 | — | 68.9 | |
| StyleMeUp2021.03 | 36.47 | 81.83 | — | |
| StyleMeUpTraining Paradigm=SOTA2023.03 | 36.47 | 81.83 | — | |
| StyleMeUp2022.03 | 36.4 | — | 68.1 | |
| StyleMeUp2023.03 | 36.4 | — | 68.1 | |
| Cross-Hier2022.03 | 36.2 | — | 67.8 | |
| CrossHier2023.03 | 36.2 | — | 67.8 | |
| B-VGG-16Backbone=VGG-16, Category=Stronger Baseline2023.03 | 35.85 | 80.92 | — | |
| B-DeITBackbone=DeIT, Category=Stronger Baseline2023.03 | 35.62 | 79.05 | — | |
| HOLEF-SN-oursTraining Paradigm=SOTA++, Augmentation=Intra-modal triplet objective2023.03 | 35.41 | 78.85 | — | |
| B-InceptionV3Backbone=InceptionV3, Category=Stronger Baseline2023.03 | 34.24 | 78.56 | — | |
| Triplet-RLBackbone=Sketch-A-Net2021.03 | 34.1 | 78.82 | — | |
| OnTheFlyTraining Paradigm=SOTA2023.03 | 34.1 | 78.82 | — | |
| Augmnt2022.03 | 33.9 | — | 68.2 | |
| CC-Gen2021.03 | 33.8 | 77.86 | — | |
| Triplet-SN-oursTraining Paradigm=SOTA++, Augmentation=Intra-modal triplet objective2023.03 | 33.78 | 76.84 | — | |
| Jigsaw-SNTraining Paradigm=SOTA2023.03 | 33.51 | 76.86 | — | |
| Baseline-Siamesestatus=Pre-trained baseline2022.03 | 33.4 | — | 67.8 | |
| B-Meta-SNBackbone=Inception-V3, Optimization=MAML2021.03 | 32.74 | 76.92 | — | |
| Triplet2023.04 | 32.5 | 80 | — | |
| D-DVMLDisentanglement=true2021.03 | 32.07 | 76.23 | — | |
| Triplet-AttnBackbone=Sketch-A-Net2021.03 | 31.74 | 75.78 | — | |
| HOLEF-SNTraining Paradigm=SOTA2023.03 | 31.24 | 74.61 | — | |
| Triplet-Attn-HOLEF2022.03 | 31.2 | — | 66.6 | |
| HOLEF-SN2023.03 | 31.2 | — | 66.6 | |
| B-Cross-ModalArchitecture=VAE2021.03 | 31.18 | 73.51 | — | |
| Triplet-RL2022.03 | 30.8 | — | 65.1 | |
| LBS (Triplet)Rep=z_e2023.04 | 30.8 | 77.8 | — | |
| B-SN-GroupBackbone=Inception-V32021.03 | 30.14 | 75.62 | — | |
| B-Basic-SNBackbone=Inception-V32021.03 | 29.45 | 72.83 | — | |
| Triplet-SNBackbone=Sketch-A-Net2021.03 | 28.71 | 71.56 | — | |
| Triplet-SNTraining Paradigm=SOTA2023.03 | 28.71 | 71.56 | — | |
| Triplet-SN2022.03 | 28.7 | — | 63.5 | |
| Triplet-SN2023.03 | 28.7 | — | 63.5 | |
| B-ResNet-50Backbone=ResNet-50, Category=Stronger Baseline2023.03 | 28.12 | 70.84 | — | |
| D-TVAEDisentanglement=true2021.03 | 27.62 | 70.32 | — | |
| B-ResNet-18Backbone=ResNet-18, Category=Stronger Baseline2023.03 | 26.61 | 70.31 | — | |
| B-ViTBackbone=ViT, Category=Stronger Baseline2023.03 | 16.28 | 53.42 | — |