Fig. 5: Overview of various downstream tasks.
From: Adaptive compression framework for giga-pixel whole slide images
AdaSlide is presented in three parts: average, best performance, and best CR, respectively. A Performance difference from baseline across downstream tasks. The baseline represents performance using uncompressed images. AUROC scores were used for classification tasks (green and yellow border), and Dice scores for segmentation tasks (purple border). Positive values indicate improved performance compared to the baseline, while negative values indicate degradation. Detailed information is presented in Supplementary Tables 3–15. B Summary of CR. The baseline has a 100% CR; whereas, the other models have lower CRs than the baseline. AdaSlide achieves a balance between high CR and maintaining task performance, compared to ESRGAN and VQVAE. Exact numerical values and statistics are provided in the Source Data file. CR compression ratio, AUROC area under the receiver operating characteristic curve.
