Image Classification on Aircraft (Accuracy)
85.2AccuracyR12
Evaluation Results
| Method | Links | |
|---|---|---|
| R12Student Model=LCNet-35, Teacher Selection Metric=R122026.05 | 85.2 | |
| SSPStudent Model=LCNet-35, Teacher Selection Metric=SSP2026.05 | 84.5 | |
| TACStudent Model=LCNet-35, Teacher Selection Metric=TAC2026.05 | 84 | |
| CEStudent Model=LCNet-35, Teacher Selection Metric=None (Cross-Entropy)2026.05 | 77.3 | |
| +DP-FMShot=162026.05 | 59.2 | |
| GalLoP+OursShots=42026.05 | 59.1 | |
| GalLoPShots=42026.05 | 58.3 | |
| CLIP-LoRAShot=162026.05 | 54.7 | |
| PromptSRC+OursShots=42026.05 | 52 | |
| EBMmode=Fine-tuning2025.10 | 51.3 | |
| PromptSRCShots=42026.05 | 50.8 | |
| PromptSRCmode=Fine-tuning2025.10 | 50.8 | |
| TCP+OursShots=42026.05 | 50.6 | |
| TCP*Shots=42026.05 | 49.2 | |
| MaPLeShots=42026.05 | 48.4 | |
| MaPLemode=Fine-tuning2025.10 | 48.4 | |
| PLOT++Shot=162026.05 | 46.7 | |
| PLOTShots=42026.05 | 46.7 | |
| PLOTmode=Fine-tuning2025.10 | 46.7 | |
| TIP-AdapterShot=162026.05 | 44.6 | |
| CoOpShots=42026.05 | 43.4 | |
| CoOpmode=Fine-tuning2025.10 | 43.4 | |
| CoOpShot=162026.05 | 43.3 | |
| ProGradShot=162026.05 | 43 | |
| +DP-FMShot=42026.05 | 41.7 | |
| GEOMMeta-Album Size=Extended, Training Dataset=Meta-Album2025.07 | 40.88 | |
| LoCoOpShots=42026.05 | 40.7 | |
| ProDAShots=42026.05 | 40.2 | |
| GEOMMeta-Album Size=Mini, Training Dataset=Meta-Album2025.07 | 39.73 | |
| CLIP-LoRA+OursShots=42026.05 | 39.6 | |
| CLIP-LoRAShot=42026.05 | 38.8 | |
| GEOM-INTraining Dataset=ImageNet-1k2025.07 | 38.24 | |
| CLIP-LoRAShots=42026.05 | 38.1 | |
| KgCoOpShot=162026.05 | 36.5 | |
| TIP-AdapterShot=42026.05 | 35.7 | |
| PLOT++Shot=42026.05 | 35.3 | |
| CLIP-AdapterShot=162026.05 | 34.2 | |
| ProGradShot=42026.05 | 34.1 | |
| CoCoOpShot=162026.05 | 33.8 | |
| KgCoOpShot=42026.05 | 32.2 | |
| SCPTBackbone=ViT-B/322026.07 | 31.93 | |
| CoCoOpShots=42026.05 | 31.2 | |
| CoCoOpmode=Fine-tuning2025.10 | 31.2 | |
| CoOpShot=42026.05 | 30.9 | |
| SCPTBackbone=RN502026.07 | 30.62 | |
| CoCoOpShot=42026.05 | 30.6 | |
| TIP-Adapter-F+OursShots=42026.05 | 30.6 | |
| ATPromptBackbone=ViT-B/322026.07 | 30.6 | |
| CoOpBackbone=ViT-B/322026.07 | 29.93 | |
| +DP-FMShot=12026.05 | 29.6 | |
| TIP-Adapter-FShots=42026.05 | 29.4 | |
| GEOMMeta-Album Size=Micro, Training Dataset=Meta-Album2025.07 | 29.26 | |
| ProGradShot=12026.05 | 28.9 | |
| TIP-AdapterShot=12026.05 | 28.8 | |
| PLOT++Shot=12026.05 | 28.6 | |
| TCPBackbone=ViT-B/322026.07 | 28.37 | |
| CoOpBackbone=RN502026.07 | 28.35 | |
| ATPromptBackbone=RN502026.07 | 28.33 | |
| CoCoOpShot=12026.05 | 28.1 | |
| CLIP-LoRAShot=12026.05 | 28 | |
| CLIP-AdapterShot=42026.05 | 27.9 | |
| TCPBackbone=RN502026.07 | 27.54 | |
| KgCoOpShot=12026.05 | 26.8 | |
| KgCoOpBackbone=ViT-B/322026.07 | 26.7 | |
| KgCoOpBackbone=RN502026.07 | 26.05 | |
| CLIP-AdapterShot=12026.05 | 25.2 | |
| CLIPShot=02026.05 | 24.8 | |
| CLIPmode=Fine-tuning2025.10 | 24.8 | |
| PromptSRCSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 23.02 | |
| MaPLeSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 21.39 | |
| CLIPBackbone=ViT-B/322026.07 | 20.85 | |
| CoOpShot=12026.05 | 20.8 | |
| Co-CoOpSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.11 | 20.73 | |
| CLIPBackbone=RN502026.07 | 18.72 | |
| CoCoOpBackbone=RN502026.07 | 16.27 | |
| ProTextBackbone=ViT-B/322026.07 | 10.11 | |
| CoCoOpBackbone=ViT-B/322026.07 | 7 | |
| ProTextBackbone=RN502026.07 | 6 |