Lung Nodule Classification on LIDC-IDRI
94.84AUCSVD-Net
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SVD-Net2022.01 | 94.84 | 85.49 | 72.15 | 59.92 | 90.94 | 90.94 | 84.06 | — | — | |
| Models GenesisP-value=0.032022.01 | 94.18 | 86.32 | 73.14 | 61.71 | 90 | 90 | 85.37 | — | — | |
| KineticsP-value=0.002022.01 | 94.04 | 84.58 | 70.43 | 58.44 | 88.75 | 88.75 | 83.5 | — | — | |
| Proposed Binary Model 1Model formulation=Binary2026.02 | 93.83 | — | — | — | — | — | — | — | — | |
| ACSP-value=0.002022.01 | 93.54 | 83.93 | 70.3 | 57.31 | 91.56 | 91.56 | 81.95 | — | — | |
| I3DP-value=0.002022.01 | 93.23 | 84.77 | 70.25 | 59.16 | 86.87 | 86.87 | 84.23 | — | — | |
| ACS ScratchP-value=0.002022.01 | 92.82 | 85.1 | 70.98 | 59.84 | 87.81 | 87.81 | 84.39 | — | — | |
| ScratchP-value=0.002022.01 | 92.75 | 85.1 | 71.01 | 59.68 | 88.13 | 88.13 | 84.31 | — | — | |
| Proposed Multiclass Model 1Model formulation=Multiclass2026.02 | 91.76 | — | — | — | — | — | — | — | — | |
| GLINT-CTEvaluation protocol=Downstream task evaluation (task-specific heads trained)2026.06 | 91.6 | — | — | — | — | — | — | — | — | |
| Attention pyramid pooling network2026.02 | 91.4 | — | — | — | — | — | — | — | — | |
| COLIPRIEvaluation protocol=Downstream task evaluation (task-specific heads trained)2026.06 | 90.6 | — | — | — | — | — | — | — | — | |
| Med3DP-value=0.002022.01 | 86.5 | 83.81 | 65.68 | 59.59 | 74.37 | 74.37 | 86.26 | — | — | |
| M3Net2026.05 | 85.4 | 86.96 | 86.66 | 86.56 | 86.96 | — | 86.96 | 80.12 | 87.27 | |
| 3DINO-ViT2026.05 | 85.13 | 83.85 | 83.29 | 83.12 | 83.85 | — | 83.85 | 78.7 | 86.94 | |
| NASLung2026.05 | 85.03 | 83.7 | 83.24 | 83.05 | 83.7 | — | 83.7 | 78.28 | 87.49 | |
| BiomedCLIPPretraining=CXR-pretrained, Transfer=CXR to CT2026.03 | 84.65 | — | 72.35 | — | — | — | — | — | — | |
| VIVID-MedPretraining=CXR-pretrained, Transfer=CXR to CT2026.03 | 84.13 | — | 75.63 | — | — | — | — | — | — | |
| MVCS2026.05 | 82.56 | 83.41 | 82.12 | 82.46 | 83.41 | — | 83.41 | 79.52 | 85.82 | |
| ViT-B2026.05 | 81.92 | 82.96 | 81.85 | 81.92 | 82.96 | — | 82.96 | 78.22 | 85.81 | |
| DeepLung2026.05 | 81.65 | 83.7 | 83.33 | 83.13 | 83.7 | — | 83.7 | 78.16 | 85.63 | |
| ResNet-182026.05 | 81.41 | 82.67 | 81.81 | 81.67 | 82.67 | — | 82.67 | 77.2 | 84.87 | |
| DINOv32026.05 | 81.3 | 83.41 | 82.71 | 82.56 | 83.41 | — | 83.41 | 78.2 | 85.34 | |
| M3D-LaMed2026.05 | 80.26 | 83.11 | 81.13 | 82.47 | 83.11 | — | 83.11 | 79.88 | 82.78 | |
| MLSL-Net2026.05 | 80.23 | 82.67 | 81.7 | 81.62 | 82.67 | — | 82.67 | 77.38 | 83.52 | |
| Lung Nodule Classification Using Biomarkers, Volumetric Radiomics, and 3D CNNs2026.02 | 80 | — | — | — | — | — | — | — | — | |
| V-JEPA 2.1Evaluation protocol=Downstream task evaluation (task-specific heads trained)2026.06 | 79.8 | — | — | — | — | — | — | — | — | |
| ImageNet supervisedPretraining=CXR-pretrained, Transfer=CXR to CT2026.03 | 79.33 | — | 67.6 | — | — | — | — | — | — | |
| DINOv22026.05 | 78.33 | 82.52 | 81.28 | 81.39 | 82.52 | — | 82.52 | 77.6 | 82.88 | |
| ResNet-342026.05 | 78.05 | 82.22 | 81.47 | 81.25 | 82.22 | — | 82.22 | 76.28 | 82.34 | |
| MAEPretraining=CXR-pretrained, Transfer=CXR to CT2026.03 | 76.07 | — | 53.41 | — | — | — | — | — | — | |
| CT-CLIPEvaluation protocol=Downstream task evaluation (task-specific heads trained)2026.06 | 75.5 | — | — | — | — | — | — | — | — | |
| 3D-CNN2026.05 | 73.67 | 82.37 | 81.39 | 81.28 | 82.37 | — | 82.37 | 76.87 | 85.53 | |
| fVLMEvaluation protocol=Downstream task evaluation (task-specific heads trained)2026.06 | 72.6 | — | — | — | — | — | — | — | — | |
| DINOv3Pretraining=CXR-pretrained, Transfer=CXR to CT2026.03 | 66.75 | — | 43.89 | — | — | — | — | — | — | |
| KEPILZero-shot=true, Modality=CT2026.05 | 66.65 | — | — | — | — | — | — | — | — | |
| CARZeroZero-shot=true, Modality=CT2026.05 | 60.57 | — | — | — | — | — | — | — | — | |
| KADZero-shot=true, Modality=CT2026.05 | 57.75 | — | — | — | — | — | — | — | — | |
| ViSD-BoostEvaluation protocol=Downstream task evaluation (task-specific heads trained)2026.06 | 51.8 | — | — | — | — | — | — | — | — | |
| DeViDeZero-shot=true, Modality=CT2026.05 | 47.9 | — | — | — | — | — | — | — | — | |
| MedKLIPZero-shot=true, Modality=CT2026.05 | 45.56 | — | — | — | — | — | — | — | — | |
| MAVLZero-shot=true, Modality=CT2026.05 | 41.81 | — | — | — | — | — | — | — | — | |
| 3D-CNN+MTLExplainability=Non-explainable2023.10 | — | 90 | — | — | — | — | — | — | — | |
| CapsNetExplainability=Non-explainable2023.10 | — | 77 | — | — | — | — | — | — | — | |
| DeepLungGFLOPs=45.316, Parameters=36.9682026.05 | — | 83.7 | — | — | — | — | — | — | — | |
| DinoV3GFLOPs=539.150, Parameters=85.9042026.05 | — | 83.41 | — | — | — | — | — | — | — | |
| HSCNNExplainability=Explainable, Evaluation Protocol=binary ACC.2023.10 | — | 84.2 | — | — | — | — | — | — | — | |
| M3NetGFLOPs=20.079, Parameters=184.6082026.05 | — | 86.96 | — | — | — | — | — | — | — | |
| MVCSGFLOPs=48.202, Parameters=98.9872026.05 | — | 83.41 | — | — | — | — | — | — | — | |
| NASLungGFLOPs=21.335, Parameters=28.4562026.05 | — | 83.7 | — | — | — | — | — | — | — | |
| Proto-CapsExplainability=Explainable, Evaluation Protocol=Within-1-Accuracy, Cross-validation=5-fold2023.10 | — | 93 | — | — | — | — | — | — | — | |
| TumorNetExplainability=Non-explainable2023.10 | — | 92.3 | — | — | — | — | — | — | — | |
| X-CapsExplainability=Explainable, Evaluation Protocol=Within-1-Accuracy2023.10 | — | 86.4 | — | — | — | — | — | — | — |