Extended Data Fig. 5: Style transfer solution employed in D-LMBmap.
From: D-LMBmap: a fully automated deep-learning pipeline for whole-brain profiling of neural circuitry
a, Quantitative comparison of four style transfer methods, UNIT, DSFN, CycleGAN and D-LMBmap, under the evaluation metrics of SSIM, PSNR, and FID (n = 12 brains) at the whole brain level. The higher the SSIM and PSNR scores, the more similar the reconstructed LSFM brain is to the original LSFM brain. Conversely, the lower the FID score, the more similar the reconstructed LSFM brain is to the original LSFM brain. Box plot: center line, median; box limits, upper and lower quartiles; whiskers, 1.5× interquartile range; points, individual data points. b, Sample brains transferred into Allen atlas style. Here are images of a LSFM brain in the autofluorescence channel, an LSFM brain in the stained-specific channel, and an MRI brain which has been transferred into the Allen atlas style. (Scale bar, X, Y, Z = 1 mm.). c, Sample brains transferred into LSFM atlas style. The figure shows the LSFM brain in the autofluorescence channel, the LSFM brain in the stained-specific channel, and the MRI brain transferred into the LSFM brain atlas style. (Scale bar, X, Y, Z = 1 \({\rm{mm}}\).).
