Instance-level semantic segmentation of nuclei based on multimodal structure encoding

BMC Bioinformatics

Table 8 Comparison of Different CLIP Adaptation Strategies on TCGA-based Cell Classification Dataset

Method	\(F_{\text {c}\_\text {avg}}\)	\(F_{\text {immune}}\)	\(F_{\text {stroma}}\)	\(F_{\text {tumor}}\)
CLIP zero-shot	0.730	0.710	0.720	0.725
CLIP fine-tuning	0.785	0.765	0.775	0.780
CLIP linear probing	0.790	0.770	0.780	0.785
Ours (knowledge distillation)	0.858	0.822	0.875	0.877

Our knowledge distillation approach shows superior performance compared to direct CLIP adaptation methods on TCGA-based Cell Classification Dataset

ISSN: 1471-2105