Classification on CIFAR-100
89.19Top-1 AccuracyCoAt-CBM
Evaluation Results
| Method | Links | |
|---|---|---|
| CoAt-CBMInterpretability=Yes2026.04 | 89.19 | |
| Linear ProbeInterpretability=No2026.04 | 87.26 | |
| IMP-MoE-LPPT=350M, TPU-DAYS=1.5k, Zero-shot=true2023.05 | 87 | |
| HybridCBMInterpretability=Yes2026.04 | 86.22 | |
| LaboInterpretability=Yes2026.04 | 86.05 | |
| ResCBMInterpretability=Yes2026.04 | 85.2 | |
| IMP-MoE-BPPT=90M, TPU-DAYS=150, Zero-shot=true2023.05 | 84.9 | |
| DOT-CBMInterpretability=Yes2026.04 | 84.75 | |
| PCBM-hInterpretability=No2026.04 | 83.61 | |
| LiT ViT-gPPT=2B, Zero-shot=true2023.05 | 83.6 | |
| ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 83.5 | |
| PEcoreData size=5B, Zero-shot=true2026.03 | 83.1 | |
| ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 82.7 | |
| IMP-BPPT=86M, TPU-DAYS=120, Zero-shot=true2023.05 | 82.4 | |
| LlipData size=2.5B, Zero-shot=true2026.03 | 81.4 | |
| Label-FreeInterpretability=Yes2026.04 | 81.05 | |
| CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 80.8 | |
| PCBMInterpretability=Yes2026.04 | 80.16 | |
| MetaCLIPData size=2.5B, Zero-shot=true2026.03 | 79 | |
| SigLIP2Data size=10B, Zero-shot=true2026.03 | 76.9 | |
| OpenCLIPData size=2B, Zero-shot=true2026.03 | 76.5 | |
| COSMOSData size=30M, Zero-shot=true2026.03 | 72.3 | |
| SigLIPData size=10B, Zero-shot=true2026.03 | 72.2 | |
| DreamLIPData size=30M, Zero-shot=true2026.03 | 70.7 | |
| GoldiCLIPData size=30M, Zero-shot=true2026.03 | 70.7 | |
| FLAIRData size=30M, Zero-shot=true2026.03 | 69.6 | |
| SigLIPData size=30M, Zero-shot=true2026.03 | 67.6 | |
| CLIPData size=30M, Zero-shot=true2026.03 | 66.9 | |
| FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 44.3 | |
| APFLprotocol=Known Association2025.11 | 44.2 | |
| FLUX-priorprotocol=Known Association2025.11 | 42.8 | |
| FLUXprotocol=Known Association2025.11 | 41.7 | |
| FLUXprotocol=Test Phase2025.11 | 41.3 | |
| FLUX-priorprotocol=Test Phase2025.11 | 41.3 | |
| FeSEMprotocol=Test Phase2025.11 | 39.8 | |
| FedDriftprotocol=Known Association2025.11 | 39.5 | |
| IFCAprotocol=Test Phase2025.11 | 38.6 | |
| CFLprotocol=Test Phase2025.11 | 38.6 | |
| FedAvgprotocol=Test Phase2025.11 | 38 | |
| FedEMprotocol=Test Phase2025.11 | 38 | |
| ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 38 | |
| FedRCprotocol=Test Phase2025.11 | 37.9 | |
| ATPprotocol=Test Phase2025.11 | 37.5 | |
| CLIP-PGSImage Encoder=ViT-B/16, p=0.3, Protocol=Zero-shot2025.03 | 37.3 | |
| APFLprotocol=Test Phase2025.11 | 37.3 | |
| IFCAprotocol=Known Association2025.11 | 36.1 | |
| pFedMeprotocol=Known Association2025.11 | 36.1 | |
| ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 36.1 | |
| FeSEMprotocol=Known Association2025.11 | 35.6 | |
| CLIP-PGSImage Encoder=ViT-B/16, p=0.5, Protocol=Zero-shot2025.03 | 35.5 | |
| FedEMprotocol=Known Association2025.11 | 34.8 | |
| CFLprotocol=Known Association2025.11 | 34.6 | |
| FedAvgprotocol=Known Association2025.11 | 33.8 | |
| FedRCprotocol=Known Association2025.11 | 33.8 | |
| E-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 32 | |
| CLIP-PGSImage Encoder=ViT-S/16, p=0.3, Protocol=Zero-shot2025.03 | 30.8 | |
| CLIP-PGSImage Encoder=ViT-S/16, p=0.5, Protocol=Zero-shot2025.03 | 29 | |
| A-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 27.1 | |
| FedDriftprotocol=Test Phase2025.11 | 26.5 | |
| CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 25 | |
| FLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.03 | 24.5 |