Computer-Aided Diagnosis (CAD) on VinDr
0.8461AUCCAD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CADInput=TDCE-encoded2026.02 | 0.8461 | 72.73 | 83.06 | 77.89 | 29.21 | 18.27 | 98.32 | — | |
| CADInput=Grayscale2026.02 | 0.7669 | 52.53 | 94.53 | 73.53 | 40.78 | 33.33 | 97.45 | — | |
| OracleCategory=Tool Selection Method2026.02 | 0.6654 | 66.67 | — | 98.45 | 66.22 | 93.58 | — | — | |
| ToolSelectCategory=Tool Selection Method2026.02 | 0.4991 | 65.15 | — | 83.39 | 59.88 | 68.62 | — | — | |
| E-B-C14Category=Tool Candidate Model2026.02 | 0.4824 | 16.09 | — | 68.92 | 13.06 | 48.91 | — | — | |
| E-S-C14Category=Tool Candidate Model2026.02 | 0.4822 | 15.81 | — | 68.85 | 12.5 | 58.65 | — | — | |
| E-T-C14Category=Tool Candidate Model2026.02 | 0.4798 | 14.32 | — | 68.72 | 10.21 | 53.87 | — | — | |
| R-MGCACategory=Tool Candidate Model2026.02 | 0.4671 | 14.56 | — | 68.68 | 10.69 | 44.37 | — | — | |
| Hybrid LLMCategory=Tool Selection Method2026.02 | 0.4666 | 20.32 | — | 67.21 | 18.27 | 27.09 | — | — | |
| RouterDCCategory=Tool Selection Method2026.02 | 0.4652 | 20.95 | — | 66.15 | 16.66 | 27.2 | — | — | |
| Graph RouterCategory=Tool Selection Method2026.02 | 0.46 | 14.34 | — | 68.71 | 10.24 | 53.24 | — | — | |
| R-MKPCategory=Tool Candidate Model2026.02 | 0.4561 | 14.51 | — | 68.77 | 10.83 | 51.6 | — | — | |
| R-BioViLCategory=Tool Candidate Model2026.02 | 0.4465 | 13.68 | — | 68.57 | 9.6 | 61.65 | — | — | |
| D-AllCategory=Tool Candidate Model2026.02 | 0.446 | 43.01 | — | 63.53 | 24.81 | 21.39 | — | — | |
| D-MV2Category=Tool Candidate Model2026.02 | 0.4396 | 13.68 | — | 68.45 | 9.21 | 45.65 | — | — | |
| SVM RouterCategory=Tool Selection Method2026.02 | 0.4132 | 14.01 | — | 72.58 | 13.18 | 27.37 | — | — | |
| KNN RouterCategory=Tool Selection Method2026.02 | 0.4118 | 9.83 | — | 74.23 | 8.92 | 26.04 | — | — | |
| D-PCCategory=Tool Candidate Model2026.02 | 0.4116 | 46.86 | — | 49.32 | 22.12 | 20.06 | — | — | |
| MLP RouterCategory=Tool Selection Method2026.02 | 0.4083 | 12.59 | — | 73.33 | 12.24 | 29.12 | — | — | |
| R-AllCategory=Tool Candidate Model2026.02 | 0.4071 | 6.87 | — | 75.66 | 4.7 | 47.45 | — | — | |
| MF RouterCategory=Tool Selection Method2026.02 | 0.4071 | 10.32 | — | 74.24 | 9.59 | 27.23 | — | — | |
| Elo RouterCategory=Tool Selection Method2026.02 | 0.4071 | 6.87 | — | 75.66 | 4.7 | 47.45 | — | — | |
| E-S-CXCategory=Tool Candidate Model2026.02 | 0.3988 | 48.64 | — | 33.73 | 21.66 | 27.41 | — | — | |
| E-T-CXCategory=Tool Candidate Model2026.02 | 0.3974 | 47.24 | — | 34.21 | 20.82 | 21.48 | — | — | |
| D-CXCategory=Tool Candidate Model2026.02 | 0.396 | 49.06 | — | 40.02 | 23.99 | 18.19 | — | — | |
| RandomCategory=Tool Selection Method2026.02 | 0.3901 | 32.07 | — | 53.32 | 20.81 | 18.19 | — | — | |
| D-M-NBCategory=Tool Candidate Model2026.02 | 0.3743 | 62.27 | — | 26.04 | 24.81 | 16.89 | — | — | |
| D-NIHCategory=Tool Candidate Model2026.02 | 0.3721 | 51.7 | — | 35.5 | 23.9 | 17.86 | — | — | |
| AutoMixCategory=Tool Selection Method2026.02 | 0.3706 | 33.32 | — | 51.67 | 20.96 | 18.28 | — | — | |
| D-M-ChCategory=Tool Candidate Model2026.02 | 0.3662 | 62.31 | — | 26.25 | 24.72 | 16.84 | — | — | |
| D-RSNACategory=Tool Candidate Model2026.02 | 0.3383 | 64.99 | — | 19.71 | 24.44 | 16.47 | — | — | |
| Causal LLMCategory=Tool Selection Method2026.02 | 0.3383 | 64.99 | — | 19.71 | 24.44 | 16.47 | — | — |