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Benchmarks
Microscopy Generative Modelling on RxRx1 (test)
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9
FID
Ours w/ pretraining
6.724
22.087
37.45
52.813
Mar 25, 2026
FID
KID
Updated 19d ago
Evaluation Results
Method
Method
Links
FID
KID
Ours w/ pretraining
Model=MiT-XL/2, ExaFLO...
2026.03
9
0.74
Ours (best configuration)
Model=MiT-XL/2, ExaFLO...
2026.03
9.07
0.84
Ours – Config B
Model=ADM, ExaFLOPs=15...
2026.03
9.9
1.52
Ours w/ counterfactual sampling
Model=MiT-XL/2, ExaFLO...
2026.03
10.4
0.64
Ours – Config D
Model=ADM, ExaFLOPs=15...
2026.03
10.5
1.61
Ours – Config B (undertrained)
Model=ADM, ExaFLOPs=3....
2026.03
12.3
3.9
Ours – Config C
Model=ADM, ExaFLOPs=15...
2026.03
13.4
1.14
Ours – Config E
Model=ADM, ExaFLOPs=15...
2026.03
13.6
2.15
CellFluxV2
Model=DiT-XL/2, ExaFLO...
2026.03
19
9.3
Ours – Config A
Model=ADM, ExaFLOPs=4....
2026.03
29.5
14
CellFlux
Model=ADM, ExaFLOPs=7....
2026.03
33
23.8
IMPA
Model=StarGAN, ExaFLOP...
2026.03
41.6
29.1
PhenDiff
Model=U-Net, ExaFLOPs=...
2026.03
65.9
51.9
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