TABLE VI.
Dataset | Tumor/tissue | Method | F1 | IoU | PPV | TPR | TNR | NPV | |
---|---|---|---|---|---|---|---|---|---|
| |||||||||
CAME LYON16 | 29.7 % (± 17.0 %) | Coarse annotations | 0.682 ±0.149 | 0.537 ± 0.173 | 0.656 ±0.219 | 0.830 ±0.208 | 0.980 ± 0.034 | 0.992 ± 0.015 | |
DkNN | 0.756 ±0.182 | 0.639 ± 0.214 | 0.832 ±0.167 | 0.776 ±0.252 | 0.992 ± 0.020 | 0.990 ± 0.017 | |||
Rank Pruning |
0.830 ±0.121 | 0.725 ± 0.154 | 0.868 ±0.131 | 0.836 ±0.168 | 0.995 ± 0.009 | 0.993 ± 0.013 | |||
LC-MIL | LC-MIL-miNet | 0.840 ±0.096 | 0.736 ± 0.136 | 0.819 ±0.141 | 0.898 ±0.129 | 0.994 ± 0.010 | 0.994 ± 0.014 | ||
LC-MIL-atten | 0.848 ±0.096 | 0.748 ± 0.133 | 0.828 ±0.140 | 0.901 ±0.114 | 0.994 ± 0.012 | 0.995 ± 0.012 | |||
| |||||||||
PAIP2019 | 38.0 % (± 18.9 %) | Coarse annotations | 0.742 ±0.182 | 0.618 ± 0.195 | 0.647 ±0.202 | 0.934 ±0.174 | 0.848 ± 0.108 | 0.982 ± 0.039 | |
DkNN | 0.808 ±0.181 | 0.708 ± 0.203 | 0.753 ±0.202 | 0.920 ±0.179 | 0.912 ± 0.082 | 0.979 ± 0.040 | |||
Rank Pruning |
0.830 ±0.168 | 0.737 ± 0.197 | 0.799 ±0.194 | 0.913 ±0.155 | 0.926 ± 0.086 | 0.975 ± 0.044 | |||
LC-MIL | LC-MIL-miNet | 0.833 ±0.167 | 0.741 ± 0.197 | 0.785 ±0.202 | 0.932 ±0.131 | 0.933 ± 0.070 | 0.978 ± 0.030 | ||
LC-MIL-atten | 0.833 ±0.163 | 0.742 ± 0.203 | 0.805 ±0.213 | 0.919 ±0.114 | 0.938 ± 0.075 | 0.971 ± 0.034 | |||
| |||||||||
PAIP2020 | 43.3 % (± 13.0 %) | Coarse annotations | 0.796 ± 0.114 | 0.675 ± 0.147 | 0.705 ± 0.152 | 0.951 ± 0.092 | 0.925 ± 0.075 | 0.990 ± 0.022 | |
DkNN | 0.898 ± 0.095 | 0.826 ± 0.126 | 0.882 ± 0.105 | 0.936 ± 0.112 | 0.977 ± 0.034 | 0.990 ± 0.022 | |||
Rank Pruning |
0.867 ± 0.110 | 0.779 ± 0.141 | 0.908 ± 0.091 | 0.853 ± 0.152 | 0.984 ± 0.027 | 0.978 ± 0.028 | |||
LC-MIL | LC-MIL-miNet | 0.869 ± 0.081 | 0.776 ± 0.115 | 0.860 ± 0.112 | 0.897 ± 0.103 | 0.979 ± 0.020 | 0.981 ± 0.027 | ||
LC-MIL-atten | 0.863 ± 0.077 | 0.766 ± 0.111 | 0.902 ± 0.097 | 0.844 ± 0.114 | 0.986 ± 0.019 | 0.971 ± 0.035 |