Classification on CheXpert (val)
41.16AccuracyDISC+MedSSL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DISC+MedSSL2025.12 | 41.16 | — | — | — | |
| VolMinNet2025.12 | 39.42 | — | — | — | |
| SCE2025.12 | 38.24 | — | — | — | |
| DivideMix+MedSSL2025.12 | 38.2 | — | — | — | |
| CoDis2025.12 | 35.95 | — | — | — | |
| CDR2025.12 | 35.77 | — | — | — | |
| T-Revision2025.12 | 35.76 | — | — | — | |
| Co-teaching2025.12 | 35.76 | — | — | — | |
| CE2025.12 | 34.31 | — | — | — | |
| JoCoR2025.12 | 33.94 | — | — | — | |
| DivideMix2025.12 | 33.58 | — | — | — | |
| DISC2025.12 | 33.57 | — | — | — | |
| Co-teaching+2025.12 | 27.31 | — | — | — | |
| AdversarySupervision=Supervised, Epochs=102026.03 | — | 54.9 | 66.1 | 11.2 | |
| BaseSupervision=None, Epochs=102026.03 | — | 66.5 | 70.5 | 4 | |
| ContrastiveSupervision=Supervised, Epochs=102026.03 | — | 59.4 | 63.7 | 4.3 | |
| ContrastiveSupervision=Unsupervised, Epochs=102026.03 | — | 62.9 | 67.8 | 4.8 | |
| VAESupervision=Supervised, Epochs=102026.03 | — | 54 | 66.1 | 12.1 | |
| VAESupervision=Unsupervised, Epochs=102026.03 | — | 60.7 | 69.8 | 9.1 | |
| VAE-NN-debiasSupervision=Unsupervised, Epochs=102026.03 | — | 60.3 | 72.6 | 12.4 |