Image Classification on ODIR 200x3
89.3ACAKeepFIT
Evaluation Results
| Method | Links | |
|---|---|---|
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=102024.05 | 89.3 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=102024.05 | 88.7 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=52024.05 | 88.3 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=52024.05 | 87.8 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=52024.05 | 87.3 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=102024.05 | 87.3 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=TipAdapter, Shots=102024.05 | 87.2 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=TipAdapter, Shots=52024.05 | 87 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=12024.05 | 87 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=102024.05 | 86.3 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=102024.05 | 86.2 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=TipAdapter, Shots=12024.05 | 86.2 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Zero-Shot2024.05 | 86.2 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=52024.05 | 85.8 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=102024.05 | 85.3 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=102024.05 | 85.2 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=52024.05 | 84.8 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=12024.05 | 84.8 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=102024.05 | 84.7 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=52024.05 | 84.7 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=TipAdapter, Shots=52024.05 | 84.3 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=TipAdapter, Shots=102024.05 | 84.2 | |
| KeepFITPre-training Data=50% flair MM, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=12024.05 | 83.2 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=52024.05 | 82.7 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=52024.05 | 82.3 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=TipAdapter, Shots=12024.05 | 82.3 | |
| KeepFITPre-training Data=flair+MM, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=12024.05 | 82 | |
| KeepFITPre-training Data=flair+MM, Protocol=Zero-Shot2024.05 | 81.2 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=102024.05 | 80.7 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=102024.05 | 80.3 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter, Shots=102024.05 | 79.5 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=12024.05 | 79.5 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=52024.05 | 79.5 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=52024.05 | 78.5 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter, Shots=102024.05 | 78.3 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter, Shots=52024.05 | 78.2 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter, Shots=12024.05 | 78 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter, Shots=52024.05 | 77.7 | |
| KeepFITPre-training Data=flair+syn, Protocol=Zero-Shot2024.05 | 77.7 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=12024.05 | 77.5 | |
| KeepFITPre-training Data=flair, Protocol=Zero-Shot2024.05 | 76.8 | |
| KeepFITPre-training Data=flair, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=12024.05 | 76.3 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=12024.05 | 76 | |
| KeepFITPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter, Shots=12024.05 | 75.1 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=12024.05 | 73.5 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=ClipAdapter, Shots=12024.05 | 72 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=102024.05 | 67.2 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=52024.05 | 64.7 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter, Shots=102024.05 | 63.2 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter, Shots=52024.05 | 62.2 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter, Shots=12024.05 | 60.3 | |
| FLAIRPre-training Data=flair+syn, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=12024.05 | 58 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=102024.05 | 53.5 | |
| FLAIRPre-training Data=flair+syn, Protocol=Zero-Shot2024.05 | 52 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=52024.05 | 46.2 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter, Shots=102024.05 | 42.2 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter-f, Shots=12024.05 | 41.7 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter, Shots=52024.05 | 41.3 | |
| FLAIRPre-training Data=flair, Protocol=Few-Shot, Adapter=TipAdapter, Shots=12024.05 | 40.3 | |
| FLAIRPre-training Data=flair, Protocol=Zero-Shot2024.05 | 40.3 |