Microscopy Generative Modelling on RxRx1 (test)
9FIDOurs w/ pretraining
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours w/ pretrainingModel=MiT-XL/2, ExaFLOPs=986, Flow=N → D, OT=✗2026.03 | 9 | 0.74 | |
| Ours (best configuration)Model=MiT-XL/2, ExaFLOPs=118, Flow=N → D, OT=✗2026.03 | 9.07 | 0.84 | |
| Ours – Config BModel=ADM, ExaFLOPs=15.7, Flow=N → D, OT=✗2026.03 | 9.9 | 1.52 | |
| Ours w/ counterfactual samplingModel=MiT-XL/2, ExaFLOPs=118, Flow=N ↔ D, OT=✗2026.03 | 10.4 | 0.64 | |
| Ours – Config DModel=ADM, ExaFLOPs=15.7, Flow=N → D, OT=✓2026.03 | 10.5 | 1.61 | |
| Ours – Config B (undertrained)Model=ADM, ExaFLOPs=3.93, Flow=N → D, OT=✗2026.03 | 12.3 | 3.9 | |
| Ours – Config CModel=ADM, ExaFLOPs=15.7, Flow=N ↔ D, OT=✗2026.03 | 13.4 | 1.14 | |
| Ours – Config EModel=ADM, ExaFLOPs=15.7, Flow=N ↔ D, OT=✓2026.03 | 13.6 | 2.15 | |
| CellFluxV2Model=DiT-XL/2, ExaFLOPs=6.89, Flow=C → P, OT=✗2026.03 | 19 | 9.3 | |
| Ours – Config AModel=ADM, ExaFLOPs=4.70, Flow=C → P, OT=✗2026.03 | 29.5 | 14 | |
| CellFluxModel=ADM, ExaFLOPs=7.83, Flow=C → P, OT=✗2026.03 | 33 | 23.8 | |
| IMPAModel=StarGAN, ExaFLOPs=0.39, Flow=-, OT=-2026.03 | 41.6 | 29.1 | |
| PhenDiffModel=U-Net, ExaFLOPs=0.96, Flow=N ↔ D, OT=✗2026.03 | 65.9 | 51.9 |