Classification on ADNI (test)
96.19AccuracyTACO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TACOPre-training=Medical SSL, Backbone=Swin-B2026.05 | 96.19 | 93.57 | 97.09 | — | — | |
| Swin UNETRPre-training=Medical SSL, Backbone=Swin-B2026.05 | 94.2 | 93.47 | 93.7 | — | — | |
| From scratch (Swin-B)Pre-training=None, Backbone=Swin-B2026.05 | 93.33 | 87.42 | 93.85 | — | — | |
| BrainMVPPre-training=Medical SSL, Backbone=UniFormer2026.05 | 93.33 | 87.1 | 95.05 | — | — | |
| SwinMMPre-training=Medical SSL, Backbone=Swin-B2026.05 | 89.05 | 77.32 | 90.87 | — | — | |
| GLT-PEFTtuning_type=PEFT2026.05 | 88.62 | 86.54 | 94.27 | 77.59 | 98.46 | |
| GLT-PEFTParams=0.61M, Time (ms)=62.18, Memory (MB)=47232026.05 | 88.62 | — | 94.27 | — | — | |
| S2DCPre-training=Medical SSL, Backbone=Swin-B2026.05 | 88.57 | 76.67 | 95.2 | — | — | |
| GLT-PEFT (efficient)Params=0.39M, Time (ms)=39.35, Memory (MB)=19742026.05 | 86.18 | — | 94.46 | — | — | |
| VoCoPre-training=Medical SSL, Backbone=Swin-B2026.05 | 85.51 | 82.23 | 90.3 | — | — | |
| PiSSAtuning_type=PEFT2026.05 | 85.37 | 82.35 | 92.1 | 72.41 | 96.92 | |
| FLoRAtuning_type=PEFT2026.05 | 85.37 | 82.35 | 92.12 | 72.41 | 96.92 | |
| PiSSAParams=1.21M, Time (ms)=59.04, Memory (MB)=24722026.05 | 85.37 | — | 92.1 | — | — | |
| FLoRAParams=1.51M, Time (ms)=184.73, Memory (MB)=179172026.05 | 85.37 | — | 92.12 | — | — | |
| From scratch (UniFormer)Pre-training=None, Backbone=UniFormer2026.05 | 85.24 | 65.41 | 86.59 | — | — | |
| NIAgentDownstream Analysis=Adaptive2026.05 | 84.5 | 82.83 | 93 | — | — | |
| LoRAtuning_type=PEFT2026.05 | 83.74 | 79.17 | 91.67 | 65.52 | 100 | |
| LoRAParams=3.50M, Time (ms)=59.12, Memory (MB)=24912026.05 | 83.74 | — | 91.67 | — | — | |
| M3AEPre-training=Medical SSL, Backbone=Unet3D2026.05 | 83.33 | 66.44 | 83.76 | — | — | |
| fMRIPrep + DSPreprocessing backbone=fMRIPrep2026.05 | 83 | 81.06 | 90.6 | — | — | |
| BrainPICMCategory=Ours2026.06 | 82.03 | — | 84.33 | — | — | |
| AFNI + DSPreprocessing backbone=AFNI2026.05 | 82 | 79.56 | 89.3 | — | — | |
| From scratch (UNET3D)Pre-training=None, Backbone=UNET3D2026.05 | 81.43 | 73.09 | 63.91 | — | — | |
| FTtuning_type=full fine-tuning2026.05 | 81.3 | 79.65 | 89.12 | 77.59 | 84.62 | |
| FTParams=42.69M, Time (ms)=61.96, Memory (MB)=26022026.05 | 81.3 | — | 89.12 | — | — | |
| LieRAtuning_type=PEFT2026.05 | 79.67 | 75.73 | 89.47 | 67.24 | 90.77 | |
| LieRAParams=1.21M, Time (ms)=59.68, Memory (MB)=24672026.05 | 79.67 | — | 89.47 | — | — | |
| BrainHGTCategory=Supervised2026.06 | 78.98 | — | 83.96 | — | — | |
| BrainNetTFCategory=Supervised2026.06 | 77.12 | — | 83.5 | — | — | |
| BrainMassCategory=SSL2026.06 | 76.78 | — | 81.22 | — | — | |
| CAGTCategory=Supervised2026.06 | 76.61 | — | 84.17 | — | — | |
| ANTs + DSPreprocessing backbone=ANTs2026.05 | 76.5 | 75.1 | 89.3 | — | — | |
| Com-BrainTFCategory=Supervised2026.06 | 76.13 | — | 83.12 | — | — | |
| MAECategory=SSL2026.06 | 75.49 | — | 81.63 | — | — | |
| vanillaTFCategory=Supervised2026.06 | 74.57 | — | 81.72 | — | — | |
| TARDRLCategory=SSL2026.06 | 74.41 | — | 80.86 | — | — | |
| BrainNetCNNCategory=Supervised2026.06 | 74.3 | — | 81.97 | — | — | |
| EvolvedMaskCategory=SSL2026.06 | 73.72 | — | 83.95 | — | — | |
| EAG-RSCategory=SSL2026.06 | 73.56 | — | 79.6 | — | — | |
| FSL + DSPreprocessing backbone=FSL2026.05 | 71 | 69.5 | 80.9 | — | — | |
| PMSStuning_type=PEFT2026.05 | 70.73 | 55 | 90.88 | 37.93 | 100 | |
| PMSSParams=0.45M, Time (ms)=58.92, Memory (MB)=24722026.05 | 70.73 | — | 90.88 | — | — | |
| OursImg=true, Tab=true2026.05 | 63.44 | 62.63 | 79.39 | 62.88 | 80.53 | |
| InterpretCCImg=true, Tab=true2026.05 | 62.42 | 53.29 | 75.51 | 57.24 | 78.11 | |
| I2MoEImg=true, Tab=true2026.05 | 61.64 | 56.72 | 78.62 | 59.49 | 78.96 | |
| TabPFN-v2.5Img=false, Tab=true2026.05 | 61.57 | 59.19 | 78.84 | 58.64 | 78.2 | |
| Flex-MoEImg=true, Tab=true2026.05 | 61.05 | 58.65 | 75.27 | 58.58 | 78.56 | |
| SwitchGateImg=true, Tab=true2026.05 | 60.87 | 57.15 | 78.87 | 57.74 | 78.71 | |
| AutoGluonImg=false, Tab=true2026.05 | 60.49 | 58.01 | 77.77 | 57.96 | 79.01 | |
| MoE++Img=true, Tab=true2026.05 | 60.25 | 58.45 | 78.64 | 59.1 | 79.32 | |
| MulTImg=true, Tab=true2026.05 | 59.42 | 56.42 | 76.18 | 58.72 | 78.55 | |
| XGBoostImg=false, Tab=true2026.05 | 57.68 | 54.51 | 74.83 | 53.9 | 77.4 | |
| mmFormerImg=true, Tab=true2026.05 | 53.95 | 51.65 | 70.41 | 55.24 | 76.78 | |
| SwinUNETRImg=true, Tab=false2026.05 | 48.53 | 42.32 | 64.77 | 43.29 | 71.89 | |
| ResNetImg=true, Tab=false2026.05 | 46.91 | 39.27 | 69.7 | 46.55 | 71.96 | |
| SE-ResNetImg=true, Tab=false2026.05 | 46.91 | 43.27 | 62.86 | 44.34 | 71.31 | |
| DenseNetImg=true, Tab=false2026.05 | 46.06 | 39.43 | 68.55 | 45.39 | 72.2 |