channel,set,MIPHEI pooled,MIPHEI within-slide,GigaTIME pooled,GigaTIME within-slide Hoechst,clean (official test),0.9645,0.9822,0.8834,0.9253 Hoechst,seen (official train),0.9912,0.9844,0.9111,0.8801 CD31,clean (official test),0.7308,0.6983,, CD31,seen (official train),0.8058,0.7752,, CD45,clean (official test),0.7625,0.707,, CD45,seen (official train),0.9622,0.9364,, CD68,clean (official test),0.7174,0.7051,0.285,0.3219 CD68,seen (official train),0.8695,0.8301,0.4814,0.4306 CD4,clean (official test),0.7904,0.694,0.0924,0.2606 CD4,seen (official train),0.9076,0.8696,0.5955,0.5689 FOXP3,clean (official test),0.6462,0.5487,, FOXP3,seen (official train),0.7404,0.6872,, CD8a,clean (official test),0.5716,0.4431,-0.2004,-0.0898 CD8a,seen (official train),0.8407,0.7878,0.3924,0.358 CD45RO,clean (official test),0.7186,0.6304,, CD45RO,seen (official train),0.8364,0.7831,, CD20,clean (official test),0.4106,0.3241,-0.1376,-0.0448 CD20,seen (official train),0.5447,0.4671,0.3793,0.3213 PD-L1,clean (official test),0.2514,0.2886,-0.1227,-0.2027 PD-L1,seen (official train),0.7102,0.5866,0.3541,0.2878 CD3e,clean (official test),0.7345,0.6259,0.0942,0.1913 CD3e,seen (official train),0.9209,0.8815,0.6697,0.606 CD163,clean (official test),0.572,0.5601,, CD163,seen (official train),0.8326,0.7753,, E-cadherin,clean (official test),0.8203,0.8734,, E-cadherin,seen (official train),0.8617,0.824,, Ki67,clean (official test),0.8274,0.8028,0.7568,0.7714 Ki67,seen (official train),0.8533,0.7922,0.7324,0.687 Pan-CK,clean (official test),0.9049,0.8607,0.7417,0.805 Pan-CK,seen (official train),0.8865,0.8386,0.7387,0.6853 SMA,clean (official test),0.7301,0.7207,0.1015,0.0741 SMA,seen (official train),0.8772,0.8303,0.1947,0.2288