5-way 5-shot Few-Shot Classification on BSCD-FSL Suite 1.0 (test)
28.93ChestX AccIM-DCL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| IM-DCLBackbone=RN10, Mark=TIP-24, Source=-, Target=✓2026.03 | 28.93 | 52.74 | 89.47 | 95.73 | — | — | — | — | 66.72 | |
| DAMIM-FTBackbone=ViT/DINO, Mark=AAAI-25, Source=✓, Target=✓2026.03 | 27.82 | 54.86 | 91.18 | 96.34 | — | — | — | — | 67.78 | |
| AttnTempBackbone=ViT/DINO, Mark=NeurIPS-24, Source=✓, Target=-2026.03 | 27.72 | 53.09 | 90.13 | 95.53 | — | — | — | — | 66.62 | |
| CD-CLSBackbone=ViT/DINO, Mark=NeurIPS-24, Source=✓, Target=✓2026.03 | 27.66 | 54.69 | 91.53 | 96.27 | — | — | — | — | 67.54 | |
| FLoRBackbone=ViT/DINO, Mark=CVPR-24, Source=✓, Target=-2026.03 | 27.28 | 49.52 | 90.41 | 95.28 | — | — | — | — | 65.48 | |
| DAMIMBackbone=ViT/DINO, Mark=AAAI-25, Source=✓, Target=-2026.03 | 27.28 | 50.76 | 89.5 | 95.52 | — | — | — | — | 65.77 | |
| PMFBackbone=ViT-small, Fine-tuning=true, Large-scale Pretraining=DINO/IN1K2023.02 | 27.27 | 50.12 | 85.98 | 92.96 | — | — | — | — | — | |
| PMFBackbone=ViT/DINO, Mark=CVPR-22, Source=✓, Target=✓2026.03 | 27.27 | 50.12 | 85.98 | 92.96 | — | — | — | — | 64.08 | |
| NSAEBackbone=ResNet-10, Fine-tuning=true2023.02 | 27.1 | 54.05 | 83.96 | 93.14 | 68.51 | 54.91 | 71.02 | 59.55 | 64.03 | |
| FLoR-FTBackbone=ViT/DINO, Mark=CVPR-24, Source=✓, Target=✓2026.03 | 27.02 | 53.06 | 90.75 | 96.47 | — | — | — | — | 66.83 | |
| StyleAdvBackbone=ViT-small, Fine-tuning=false, Large-scale Pretraining=DINO/IN1K2023.02 | 26.97 | 47.73 | 88.57 | 94.85 | 95.82 | 61.73 | 88.33 | 75.55 | 72.44 | |
| StyleAdv-FTBackbone=ViT-small, Fine-tuning=true, Large-scale Pretraining=DINO/IN1K2023.02 | 26.97 | 51.23 | 90.12 | 95.99 | 95.82 | 66.02 | 88.33 | 78.01 | 74.06 | |
| StyleAdvBackbone=ViT/DINO, Mark=CVPR-23, Source=✓, Target=-2026.03 | 26.97 | 47.73 | 88.57 | 94.85 | — | — | — | — | 64.53 | |
| StyleAdv-FTBackbone=ViT/DINO, Mark=CVPR-23, Source=✓, Target=✓2026.03 | 26.97 | 51.23 | 90.12 | 95.99 | — | — | — | — | 66.08 | |
| BSRBackbone=ResNet-10, Fine-tuning=true2023.02 | 26.84 | 54.42 | 80.89 | 92.17 | 69.38 | 57.49 | 71.09 | 61.07 | 64.17 | |
| MEM-FSBackbone=ViT/DINO, Mark=TIP-23, Source=-, Target=-2026.03 | 26.67 | 47.38 | 86.49 | 93.74 | — | — | — | — | 63.57 | |
| StepSPTBackbone=ViT/CLIP, Mark=TPAMI-25, Source=-, Target=✓2026.03 | 26.36 | 52.12 | 89.4 | 96.01 | — | — | — | — | 65.97 | |
| StyleAdv-FTBackbone=ResNet-10, Fine-tuning=true2023.02 | 26.24 | 53.05 | 91.64 | 96.51 | 70.9 | 56.44 | 79.35 | 64.1 | 67.28 | |
| StyleAdvBackbone=ResNet-10, Fine-tuning=false2023.02 | 26.07 | 45.77 | 86.58 | 93.65 | 68.72 | 50.13 | 77.73 | 61.52 | 63.77 | |
| Fine-tuneBackbone=ResNet-10, Fine-tuning=true2023.02 | 25.97 | 48.11 | 79.08 | 89.25 | 64.14 | 52.08 | 70.06 | 59.27 | 61 | |
| wave-SANBackbone=ResNet-10, Fine-tuning=false2023.02 | 25.63 | 44.93 | 85.22 | 89.7 | 70.31 | 46.11 | 76.88 | 57.72 | 62.06 | |
| CLIP-LoRA + OursBackbone=ViT/CLIP, Mark=Ours, Source=-, Target=✓2026.03 | 25.47 | 54.72 | 94.35 | 97.08 | — | — | — | — | 67.9 | |
| GNNBackbone=ResNet-10, Fine-tuning=false2023.02 | 25.27 | 43.94 | 83.64 | 87.96 | 62.25 | 44.28 | 70.84 | 52.53 | 58.84 | |
| FWTBackbone=ResNet-10, Fine-tuning=false2023.02 | 25.18 | 43.17 | 83.01 | 87.11 | 66.98 | 44.9 | 73.94 | 53.85 | 59.77 | |
| ATA-FTBackbone=ResNet-10, Fine-tuning=true2023.02 | 25.08 | 49.79 | 89.64 | 95.44 | 69.83 | 54.28 | 76.64 | 58.08 | 64.85 | |
| AFABackbone=ResNet-10, Fine-tuning=false2023.02 | 25.02 | 46.01 | 85.58 | 88.06 | 68.25 | 49.28 | 76.21 | 54.26 | 61.58 | |
| LRPBackbone=ResNet-10, Fine-tuning=false2023.02 | 24.53 | 44.14 | 77.14 | 86.15 | 64.44 | 46.2 | 74.45 | 54.46 | 58.94 | |
| CLIP-LoRABackbone=ViT/CLIP, Mark=CVPR-24, Source=-, Target=✓2026.03 | 24.44 | 50.68 | 92.63 | 96.2 | — | — | — | — | 65.99 | |
| ATABackbone=ResNet-10, Fine-tuning=false2023.02 | 24.32 | 44.91 | 83.75 | 90.59 | 66.22 | 49.14 | 75.48 | 52.69 | 60.89 | |
| SeGD-VPTBackbone=ViT/CLIP, Mark=MM-24, Source=-, Target=✓2026.03 | 23.2 | 53.1 | 93.81 | 96.93 | — | — | — | — | 66.76 |