File size: 8,646 Bytes
237b740 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 | {
"validation_disabled": true,
"selection_metric_name": "f1_macro",
"best_selection_metric": 0.9745265674314468,
"best_val_f1_macro": null,
"checkpoint_variant": "raw",
"head_diagnostics": {
"clinical": {
"rows": 5240,
"accuracy": 0.2879770992366412,
"mean_max_softmax": 0.40269499011128623,
"predicted_class_counts": {
"AKIEC": 664,
"BCC": 1393,
"BEN_OTH": 147,
"BKL": 1097,
"DF": 9,
"INF": 620,
"MAL_OTH": 26,
"MEL": 732,
"NV": 353,
"SCCKA": 194,
"VASC": 5
},
"ground_truth_class_counts": {
"AKIEC": 303,
"BCC": 2522,
"BEN_OTH": 44,
"BKL": 544,
"DF": 52,
"INF": 50,
"MAL_OTH": 9,
"MEL": 450,
"NV": 746,
"SCCKA": 473,
"VASC": 47
}
},
"dermoscopic": {
"rows": 5240,
"accuracy": 0.9559160305343511,
"mean_max_softmax": 0.9376759661858264,
"predicted_class_counts": {
"AKIEC": 307,
"BCC": 2479,
"BEN_OTH": 41,
"BKL": 513,
"DF": 83,
"INF": 84,
"MAL_OTH": 12,
"MEL": 454,
"NV": 775,
"SCCKA": 431,
"VASC": 61
},
"ground_truth_class_counts": {
"AKIEC": 303,
"BCC": 2522,
"BEN_OTH": 44,
"BKL": 544,
"DF": 52,
"INF": 50,
"MAL_OTH": 9,
"MEL": 450,
"NV": 746,
"SCCKA": 473,
"VASC": 47
}
},
"fusion": {
"rows": 5240,
"accuracy": 0.9837786259541985,
"mean_max_softmax": 0.996386868902526,
"predicted_class_counts": {
"AKIEC": 298,
"BCC": 2520,
"BEN_OTH": 44,
"BKL": 562,
"DF": 53,
"INF": 51,
"MAL_OTH": 9,
"MEL": 440,
"NV": 752,
"SCCKA": 464,
"VASC": 47
},
"ground_truth_class_counts": {
"AKIEC": 303,
"BCC": 2522,
"BEN_OTH": 44,
"BKL": 544,
"DF": 52,
"INF": 50,
"MAL_OTH": 9,
"MEL": 450,
"NV": 746,
"SCCKA": 473,
"VASC": 47
}
},
"final": {
"rows": 5240,
"accuracy": 0.9843511450381679,
"mean_max_softmax": 0.9930554531612158,
"predicted_class_counts": {
"AKIEC": 299,
"BCC": 2521,
"BEN_OTH": 44,
"BKL": 559,
"DF": 54,
"INF": 51,
"MAL_OTH": 9,
"MEL": 444,
"NV": 749,
"SCCKA": 463,
"VASC": 47
},
"ground_truth_class_counts": {
"AKIEC": 303,
"BCC": 2522,
"BEN_OTH": 44,
"BKL": 544,
"DF": 52,
"INF": 50,
"MAL_OTH": 9,
"MEL": 450,
"NV": 746,
"SCCKA": 473,
"VASC": 47
}
}
},
"branch_disagreement": {
"rows": 5240,
"available_heads": [
"clinical",
"dermoscopic",
"fusion",
"final"
],
"clinical_only_correct": 17,
"dermoscopic_only_correct": 13,
"fusion_only_correct": 123,
"both_unimodal_correct": 1448,
"both_unimodal_wrong_fusion_correct": 123,
"fusion_correct_clinical_wrong": 3671,
"fusion_correct_dermoscopic_wrong": 167,
"clinical_correct_derm_wrong_final_correct": 43,
"clinical_correct_derm_wrong_final_wrong": 18,
"derm_correct_clinical_wrong_final_correct": 3551,
"derm_correct_clinical_wrong_final_wrong": 10,
"final_only_correct": 0,
"final_correct_fusion_wrong": 6,
"fusion_correct_final_wrong": 3,
"all_heads_agree": 1451,
"all_heads_disagree": 0
},
"train_loss": 0.11173691752406767,
"train_accuracy": 0.9723282442748091,
"train_balanced_accuracy": 0.9771947944934105,
"train_f1_macro": 0.9745265674314468,
"train_top3_accuracy": 0.9990458015267175,
"train_dice_macro": 0.9745265674314468,
"train_support_AKIEC": 303.0,
"train_precision_AKIEC": 0.9419354838709677,
"train_recall_AKIEC": 0.9636963696369637,
"train_f1_AKIEC": 0.9526916802610114,
"train_correct_AKIEC": 292.0,
"train_conf_AKIEC_to_BCC_count": 7.0,
"train_conf_AKIEC_to_BCC_rate": 0.0231023102310231,
"train_conf_AKIEC_to_BKL_count": 2.0,
"train_conf_AKIEC_to_BKL_rate": 0.006600660066006601,
"train_conf_AKIEC_to_SCCKA_count": 2.0,
"train_conf_AKIEC_to_SCCKA_rate": 0.006600660066006601,
"train_support_BCC": 2522.0,
"train_precision_BCC": 0.9817965967550455,
"train_recall_BCC": 0.9837430610626486,
"train_f1_BCC": 0.9827688651218063,
"train_correct_BCC": 2481.0,
"train_conf_BCC_to_AKIEC_count": 8.0,
"train_conf_BCC_to_AKIEC_rate": 0.0031720856463124504,
"train_conf_BCC_to_BKL_count": 16.0,
"train_conf_BCC_to_BKL_rate": 0.006344171292624901,
"train_conf_BCC_to_MEL_count": 4.0,
"train_conf_BCC_to_MEL_rate": 0.0015860428231562252,
"train_conf_BCC_to_NV_count": 3.0,
"train_conf_BCC_to_NV_rate": 0.0011895321173671688,
"train_conf_BCC_to_SCCKA_count": 10.0,
"train_conf_BCC_to_SCCKA_rate": 0.003965107057890563,
"train_support_BEN_OTH": 44.0,
"train_precision_BEN_OTH": 0.9347826086956522,
"train_recall_BEN_OTH": 0.9772727272727273,
"train_f1_BEN_OTH": 0.9555555555555556,
"train_correct_BEN_OTH": 43.0,
"train_conf_BEN_OTH_to_NV_count": 1.0,
"train_conf_BEN_OTH_to_NV_rate": 0.022727272727272728,
"train_support_BKL": 544.0,
"train_precision_BKL": 0.9392265193370166,
"train_recall_BKL": 0.9375,
"train_f1_BKL": 0.9383624655013799,
"train_correct_BKL": 510.0,
"train_conf_BKL_to_AKIEC_count": 3.0,
"train_conf_BKL_to_AKIEC_rate": 0.0055147058823529415,
"train_conf_BKL_to_BCC_count": 21.0,
"train_conf_BKL_to_BCC_rate": 0.03860294117647059,
"train_conf_BKL_to_BEN_OTH_count": 1.0,
"train_conf_BKL_to_BEN_OTH_rate": 0.001838235294117647,
"train_conf_BKL_to_MEL_count": 3.0,
"train_conf_BKL_to_MEL_rate": 0.0055147058823529415,
"train_conf_BKL_to_NV_count": 1.0,
"train_conf_BKL_to_NV_rate": 0.001838235294117647,
"train_conf_BKL_to_SCCKA_count": 5.0,
"train_conf_BKL_to_SCCKA_rate": 0.009191176470588236,
"train_support_DF": 52.0,
"train_precision_DF": 1.0,
"train_recall_DF": 1.0,
"train_f1_DF": 1.0,
"train_correct_DF": 52.0,
"train_support_INF": 50.0,
"train_precision_INF": 0.9803921568627451,
"train_recall_INF": 1.0,
"train_f1_INF": 0.9900990099009901,
"train_correct_INF": 50.0,
"train_support_MAL_OTH": 9.0,
"train_precision_MAL_OTH": 1.0,
"train_recall_MAL_OTH": 1.0,
"train_f1_MAL_OTH": 1.0,
"train_correct_MAL_OTH": 9.0,
"train_support_MEL": 450.0,
"train_precision_MEL": 0.9685393258426966,
"train_recall_MEL": 0.9577777777777777,
"train_f1_MEL": 0.9631284916201117,
"train_correct_MEL": 431.0,
"train_conf_MEL_to_AKIEC_count": 2.0,
"train_conf_MEL_to_AKIEC_rate": 0.0044444444444444444,
"train_conf_MEL_to_BCC_count": 5.0,
"train_conf_MEL_to_BCC_rate": 0.011111111111111112,
"train_conf_MEL_to_BEN_OTH_count": 1.0,
"train_conf_MEL_to_BEN_OTH_rate": 0.0022222222222222222,
"train_conf_MEL_to_BKL_count": 3.0,
"train_conf_MEL_to_BKL_rate": 0.006666666666666667,
"train_conf_MEL_to_NV_count": 7.0,
"train_conf_MEL_to_NV_rate": 0.015555555555555555,
"train_conf_MEL_to_SCCKA_count": 1.0,
"train_conf_MEL_to_SCCKA_rate": 0.0022222222222222222,
"train_support_NV": 746.0,
"train_precision_NV": 0.9838492597577388,
"train_recall_NV": 0.9798927613941019,
"train_f1_NV": 0.9818670248488919,
"train_correct_NV": 731.0,
"train_conf_NV_to_BCC_count": 4.0,
"train_conf_NV_to_BCC_rate": 0.005361930294906166,
"train_conf_NV_to_BKL_count": 4.0,
"train_conf_NV_to_BKL_rate": 0.005361930294906166,
"train_conf_NV_to_MEL_count": 7.0,
"train_conf_NV_to_MEL_rate": 0.00938337801608579,
"train_support_SCCKA": 473.0,
"train_precision_SCCKA": 0.961456102783726,
"train_recall_SCCKA": 0.9492600422832981,
"train_f1_SCCKA": 0.9553191489361702,
"train_correct_SCCKA": 449.0,
"train_conf_SCCKA_to_AKIEC_count": 5.0,
"train_conf_SCCKA_to_AKIEC_rate": 0.010570824524312896,
"train_conf_SCCKA_to_BCC_count": 9.0,
"train_conf_SCCKA_to_BCC_rate": 0.019027484143763214,
"train_conf_SCCKA_to_BEN_OTH_count": 1.0,
"train_conf_SCCKA_to_BEN_OTH_rate": 0.0021141649048625794,
"train_conf_SCCKA_to_BKL_count": 8.0,
"train_conf_SCCKA_to_BKL_rate": 0.016913319238900635,
"train_conf_SCCKA_to_INF_count": 1.0,
"train_conf_SCCKA_to_INF_rate": 0.0021141649048625794,
"train_support_VASC": 47.0,
"train_precision_VASC": 1.0,
"train_recall_VASC": 1.0,
"train_f1_VASC": 1.0,
"train_correct_VASC": 47.0,
"train_tail_recall_macro": 0.9943181818181819
} |