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BioSR

Benchmarks

Task NameDataset NameSOTA ResultTrend
Spectral UnmixingBioSR Microtubule/CCP, mTurquoise, 32-band v1 (test)
PSNR54.78
90
Spectral UnmixingBioSR Microtubule/CCP, mTurquoise, 5-band v1 (test)
PSNR55.13
60
Spectral UnmixingBioSR ER/CCP mTurquoise 32 bands
PSNR53.29
30
Spectral UnmixingBioSR ER and CCP structures mTurquoise 5 bands
PSNR52.6
30
Spectral UnmixingBioSR ER/CCP, 5 bands S.3 (test)
PSNR54.29
30
Spectral UnmixingBioSR 300ms exposure
PSNR46.77
8
Spectral UnmixingBioSR 100ms exposure
PSNR45.9
8
Spectral UnmixingBioSR 20ms exposure
PSNR44.42
8
Spectral UnmixingBioSR 10ms exposure
PSNR38.55
8
Fluorescence Microscopy Image RestorationBioSR Microtubules (test)
Mean Resolution (nm)133.59
5
Fluorescence Microscopy Image RestorationBioSR F-actin (test)
Mean Resolution (nm)135.25
5
Fluorescence Microscopy Image RestorationBioSR ER (test)
Mean Resolution (nm)310.55
5
Fluorescence Microscopy Image RestorationBioSR CCPs (test)
Mean Resolution (nm)137.16
5
Image RestorationBioSR Microtubules
PSNR (dB)28.23
3
Image RestorationBioSR F-actin
PSNR (dB)28.73
3
Image RestorationBioSR ER
PSNR (dB)24.59
3
Image RestorationBioSR CCPs
PSNR (dB)33.4
3
Super-resolutionBioSR ER structures
MS-SSIM0.934
3
Super-resolutionBioSR MT structures
MS-SSIM90.1
3
Super-ResolutionBioSR F-actin structures
MS-SSIM86.3
3
Super-resolutionBioSR CCP structures
MS-SSIM0.957
3
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