New methods for computational decomposition of whole-mount in situ images enable effective curation of a large, highly redundant collection of Xenopus images
Table 1
Validation of image classification and embryo detection algorithms: Identification of non-subjective errors through visual inspection of 2000 randomly selected images.
Image classification: was the image correctly classified as cleared or un-cleared? Background segmentation: was the background component identified correctly? Embryo region selection: did the connected region selected correspond to the embryo? Incomplete embryo detection: were embryos touching the image edge correctly identified as such?