Cell Counting on IDCIA Real (val)
25.95MAEDACS+CutMix (InST-Syn)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DACS+CutMix (InST-Syn)Training Strategy=DACS+CutMix, Training Dataset=InST-Syn2025.12 | 25.95 | 41.76 | |
| Fine-tuned (InST-Syn)Training Strategy=Fine-tuned, Training Dataset=InST-Syn2025.12 | 26.25 | 42.12 | |
| Dual training (InST-Syn)Training Strategy=Dual training, Training Dataset=Real+InST-Syn2025.12 | 27.7 | 43.91 | |
| SupervisedTraining Strategy=Supervised, Training Dataset=Real2025.12 | 27.74 | 42.5 | |
| DACS+CutMixTraining Strategy=DACS+CutMix, Training Dataset=Syn-HC2025.12 | 29.85 | 46.33 | |
| Dual trainingTraining Strategy=Dual training, Training Dataset=Real+Syn-HC2025.12 | 33.1 | 52.78 | |
| Fine-tunedTraining Strategy=Fine-tuned, Training Dataset=Syn-HC2025.12 | 41.2 | 61.45 | |
| DACS+CutMixTraining Strategy=DACS+CutMix, Training Dataset=Cell200-s2025.12 | 53.7 | 55.35 | |
| Dual trainingTraining Strategy=Dual training, Training Dataset=Real+Cell200-s2025.12 | 54.4 | 59.92 | |
| Fine-tunedTraining Strategy=Fine-tuned, Training Dataset=Cell200-s2025.12 | 55.6 | 73.1 |