Fine-Grained Sketch-Based Image Retrieval on Sketchy (test)
38.62Top-1 AccuracyB-PKT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| B-PKTMethod Category=Knowledge Distillation, Loss=KL-divergence over pairwise interactions2023.03 | 38.62 | 63.94 | |
| Ours-FullBackbone=PVT2023.03 | 38.54 | 71.52 | |
| B-RKDMethod Category=Knowledge Distillation, Loss=Distance-wise Distillation2023.03 | 37.02 | 63.02 | |
| B-RegressMethod Category=Knowledge Distillation, Loss=L2 Regression2023.03 | 36.33 | 62.31 | |
| B-Edge2SketchTraining Setting=Unlabelled data2023.03 | 35.81 | 61.74 | |
| B-Edge-PretrainTraining Setting=Unlabelled data2023.03 | 34.98 | 61.32 | |
| Ours-StrongBackbone=PVT2023.03 | 34.72 | 65.1 | |
| B-CoAtNetBackbone=CoAtNet32023.03 | 33.63 | 59.31 | |
| B-SWINBackbone=SWIN-B2023.03 | 32.14 | 57.68 | |
| B-InceptionV3Backbone=InceptionV32023.03 | 28.71 | 71.56 | |
| StyleMeUp-oursParadigm=Strong-baseline2023.03 | 22.95 | 45.84 | |
| Jigsaw-SN-oursParadigm=Strong-baseline2023.03 | 21.45 | 39.56 | |
| HOLEF-SN-oursParadigm=Strong-baseline2023.03 | 20.23 | 38.61 | |
| StyleMeUp2023.03 | 19.62 | 39.72 | |
| Triplet-SN-oursParadigm=Strong-baseline2023.03 | 19.48 | 37.91 | |
| B-VGG-16Backbone=VGG-162023.03 | 18.84 | 38.63 | |
| Jigsaw-SN2023.03 | 16.74 | 36.37 | |
| HOLEF-SNBackbone=Sketch-A-Net2023.03 | 16.71 | 35.92 | |
| Triplet-SNBackbone=Sketch-A-Net2023.03 | 15.32 | 34.15 | |
| B-ViTBackbone=ViT-B162023.03 | 7.63 | 11.23 | |
| OnTheFly-oursParadigm=Strong-baseline2023.03 | 7.28 | 12.14 | |
| OnTheFly2023.03 | 4.76 | 7.81 |