Medical Image Classification on Paired X-ray target cohort 8 Monte Carlo resamples (val)
88.5AccuracyLate-fusion X-ray+CT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Late-fusion X-ray+CTRole=Fusion control2026.03 | 88.5 | 59.4 | 62.5 | 25 | 25 | 94.6 | |
| Cross-modal attention transferRole=Mechanism control2026.03 | 87.4 | 52.8 | 56.2 | 12.5 | 12.5 | 89.3 | |
| Plain cross-modal logit KDRole=Stripped-down transfer test2026.03 | 84.9 | 45.9 | 50 | 0 | 0 | 87.1 | |
| Cross-modal feature hintRole=Mechanism control2026.03 | 84.9 | 45.9 | 50 | 0 | 0 | 88 | |
| Same-modality distillationRole=Same-modality control2026.03 | 76.1 | 55.4 | 66 | 50 | 26.7 | 93 | |
| Student-only X-rayRole=Paired baseline2026.03 | 73.9 | 52.4 | 63.6 | 50 | 20.9 | 93.3 | |
| Full JDCNetRole=Proposed-module test2026.03 | 73.6 | 44.3 | 54.6 | 25 | 6.1 | 93 |