duyle2408's picture
Add files using upload-large-folder tool
9a5f592 verified
Raw
History Blame Contribute Delete
22 kB
{
"best_selection_metric": 0.45318287891961967,
"selection_metric_name": "f1_macro",
"best_val_f1_macro": 0.45318287891961967,
"checkpoint_variant": "raw",
"temperature": 1.0,
"variants": {
"raw": {
"checkpoint": "/marimo/single_encoder_split_runs/singleenc_pool_meta_clean/best_raw.pt",
"temperature": 1.0,
"uncalibrated_metrics": {
"accuracy": 0.7108778625954199,
"nll": 0.8792097796681184,
"ece": 0.07983739881904343,
"mean_confidence": 0.7764731794125875,
"mean_correct_confidence": 0.8285036438611049,
"balanced_accuracy": 0.4243347533948689,
"top2_accuracy": 0.8692748091603053,
"top3_accuracy": 0.9427480916030534,
"precision_macro": 0.5971988835001109,
"recall_macro": 0.4243347533948689,
"f1_macro": 0.45318287891961967,
"precision_weighted": 0.6950365052629145,
"recall_weighted": 0.7108778625954199,
"f1_weighted": 0.6890295600483864,
"dice_macro": 0.45318287891961967,
"roc_auc_macro_ovr": 0.9174702018794881,
"roc_auc_weighted_ovr": 0.9165915762568025,
"roc_auc_micro_ovr": 0.9625439768952857,
"specificity_macro": 0.9625929265824852,
"per_class": [
{
"class": "AKIEC",
"support": 61,
"precision": 0.5909090909090909,
"recall_sensitivity": 0.21311475409836064,
"specificity": 0.9908814589665653,
"f1": 0.3132530120481928,
"auc_ovr": 0.9425149899513345,
"mean_correct_confidence": 0.5978547142477916
},
{
"class": "BCC",
"support": 504,
"precision": 0.798951048951049,
"recall_sensitivity": 0.9067460317460317,
"specificity": 0.7886029411764706,
"f1": 0.8494423791821561,
"auc_ovr": 0.925062733426704,
"mean_correct_confidence": 0.8654971790574919
},
{
"class": "BEN_OTH",
"support": 9,
"precision": 1.0,
"recall_sensitivity": 0.1111111111111111,
"specificity": 1.0,
"f1": 0.2,
"auc_ovr": 0.877232381563469,
"mean_correct_confidence": 0.48291631453671346
},
{
"class": "BKL",
"support": 109,
"precision": 0.44565217391304346,
"recall_sensitivity": 0.3761467889908257,
"specificity": 0.9456869009584664,
"f1": 0.4079601990049751,
"auc_ovr": 0.7890299068890386,
"mean_correct_confidence": 0.6984159428023473
},
{
"class": "DF",
"support": 10,
"precision": 0.75,
"recall_sensitivity": 0.3,
"specificity": 0.9990366088631984,
"f1": 0.42857142857142855,
"auc_ovr": 0.985645472061657,
"mean_correct_confidence": 0.5600317394371872
},
{
"class": "INF",
"support": 10,
"precision": 0.3333333333333333,
"recall_sensitivity": 0.1,
"specificity": 0.9980732177263969,
"f1": 0.15384615384615385,
"auc_ovr": 0.9535645472061658,
"mean_correct_confidence": 0.3355350070583783
},
{
"class": "MAL_OTH",
"support": 2,
"precision": 0.0,
"recall_sensitivity": 0.0,
"specificity": 1.0,
"f1": 0.0,
"auc_ovr": 0.844168260038241,
"mean_correct_confidence": null
},
{
"class": "MEL",
"support": 90,
"precision": 0.6190476190476191,
"recall_sensitivity": 0.43333333333333335,
"specificity": 0.9749478079331941,
"f1": 0.5098039215686274,
"auc_ovr": 0.9012758060774763,
"mean_correct_confidence": 0.7233701616717345
},
{
"class": "NV",
"support": 149,
"precision": 0.7309941520467836,
"recall_sensitivity": 0.8389261744966443,
"specificity": 0.9488320355951056,
"f1": 0.78125,
"auc_ovr": 0.9635314406014139,
"mean_correct_confidence": 0.822150793334935
},
{
"class": "SCCKA",
"support": 95,
"precision": 0.5225225225225225,
"recall_sensitivity": 0.6105263157894737,
"specificity": 0.944386149003148,
"f1": 0.5631067961165048,
"auc_ovr": 0.9303584249185398,
"mean_correct_confidence": 0.817617780236459
},
{
"class": "VASC",
"support": 9,
"precision": 0.7777777777777778,
"recall_sensitivity": 0.7777777777777778,
"specificity": 0.9980750721847931,
"f1": 0.7777777777777778,
"auc_ovr": 0.9797882579403272,
"mean_correct_confidence": 0.6278822344922753
}
],
"classification_report": {
"AKIEC": {
"precision": 0.5909090909090909,
"recall": 0.21311475409836064,
"f1-score": 0.3132530120481928,
"support": 61.0
},
"BCC": {
"precision": 0.798951048951049,
"recall": 0.9067460317460317,
"f1-score": 0.8494423791821561,
"support": 504.0
},
"BEN_OTH": {
"precision": 1.0,
"recall": 0.1111111111111111,
"f1-score": 0.2,
"support": 9.0
},
"BKL": {
"precision": 0.44565217391304346,
"recall": 0.3761467889908257,
"f1-score": 0.4079601990049751,
"support": 109.0
},
"DF": {
"precision": 0.75,
"recall": 0.3,
"f1-score": 0.42857142857142855,
"support": 10.0
},
"INF": {
"precision": 0.3333333333333333,
"recall": 0.1,
"f1-score": 0.15384615384615385,
"support": 10.0
},
"MAL_OTH": {
"precision": 0.0,
"recall": 0.0,
"f1-score": 0.0,
"support": 2.0
},
"MEL": {
"precision": 0.6190476190476191,
"recall": 0.43333333333333335,
"f1-score": 0.5098039215686274,
"support": 90.0
},
"NV": {
"precision": 0.7309941520467836,
"recall": 0.8389261744966443,
"f1-score": 0.78125,
"support": 149.0
},
"SCCKA": {
"precision": 0.5225225225225225,
"recall": 0.6105263157894737,
"f1-score": 0.5631067961165048,
"support": 95.0
},
"VASC": {
"precision": 0.7777777777777778,
"recall": 0.7777777777777778,
"f1-score": 0.7777777777777778,
"support": 9.0
},
"accuracy": 0.7108778625954199,
"macro avg": {
"precision": 0.5971988835001109,
"recall": 0.4243347533948689,
"f1-score": 0.45318287891961967,
"support": 1048.0
},
"weighted avg": {
"precision": 0.6950365052629145,
"recall": 0.7108778625954199,
"f1-score": 0.6890295600483864,
"support": 1048.0
}
},
"class_names": [
"AKIEC",
"BCC",
"BEN_OTH",
"BKL",
"DF",
"INF",
"MAL_OTH",
"MEL",
"NV",
"SCCKA",
"VASC"
],
"head_class_names": [
"AKIEC",
"BCC",
"BKL",
"MEL",
"NV",
"SCCKA"
],
"mean_correct_confidence_head": 0.8326623439788818
},
"metrics": {
"accuracy": 0.7108778625954199,
"nll": 0.8792097796681184,
"ece": 0.07983739881904343,
"mean_confidence": 0.7764731794125875,
"mean_correct_confidence": 0.8285036438611049,
"balanced_accuracy": 0.4243347533948689,
"top2_accuracy": 0.8692748091603053,
"top3_accuracy": 0.9427480916030534,
"precision_macro": 0.5971988835001109,
"recall_macro": 0.4243347533948689,
"f1_macro": 0.45318287891961967,
"precision_weighted": 0.6950365052629145,
"recall_weighted": 0.7108778625954199,
"f1_weighted": 0.6890295600483864,
"dice_macro": 0.45318287891961967,
"roc_auc_macro_ovr": 0.9174702018794881,
"roc_auc_weighted_ovr": 0.9165915762568025,
"roc_auc_micro_ovr": 0.9625439768952857,
"specificity_macro": 0.9625929265824852,
"per_class": [
{
"class": "AKIEC",
"support": 61,
"precision": 0.5909090909090909,
"recall_sensitivity": 0.21311475409836064,
"specificity": 0.9908814589665653,
"f1": 0.3132530120481928,
"auc_ovr": 0.9425149899513345,
"mean_correct_confidence": 0.5978547142477916
},
{
"class": "BCC",
"support": 504,
"precision": 0.798951048951049,
"recall_sensitivity": 0.9067460317460317,
"specificity": 0.7886029411764706,
"f1": 0.8494423791821561,
"auc_ovr": 0.925062733426704,
"mean_correct_confidence": 0.8654971790574919
},
{
"class": "BEN_OTH",
"support": 9,
"precision": 1.0,
"recall_sensitivity": 0.1111111111111111,
"specificity": 1.0,
"f1": 0.2,
"auc_ovr": 0.877232381563469,
"mean_correct_confidence": 0.48291631453671346
},
{
"class": "BKL",
"support": 109,
"precision": 0.44565217391304346,
"recall_sensitivity": 0.3761467889908257,
"specificity": 0.9456869009584664,
"f1": 0.4079601990049751,
"auc_ovr": 0.7890299068890386,
"mean_correct_confidence": 0.6984159428023473
},
{
"class": "DF",
"support": 10,
"precision": 0.75,
"recall_sensitivity": 0.3,
"specificity": 0.9990366088631984,
"f1": 0.42857142857142855,
"auc_ovr": 0.985645472061657,
"mean_correct_confidence": 0.5600317394371872
},
{
"class": "INF",
"support": 10,
"precision": 0.3333333333333333,
"recall_sensitivity": 0.1,
"specificity": 0.9980732177263969,
"f1": 0.15384615384615385,
"auc_ovr": 0.9535645472061658,
"mean_correct_confidence": 0.3355350070583783
},
{
"class": "MAL_OTH",
"support": 2,
"precision": 0.0,
"recall_sensitivity": 0.0,
"specificity": 1.0,
"f1": 0.0,
"auc_ovr": 0.844168260038241,
"mean_correct_confidence": null
},
{
"class": "MEL",
"support": 90,
"precision": 0.6190476190476191,
"recall_sensitivity": 0.43333333333333335,
"specificity": 0.9749478079331941,
"f1": 0.5098039215686274,
"auc_ovr": 0.9012758060774763,
"mean_correct_confidence": 0.7233701616717345
},
{
"class": "NV",
"support": 149,
"precision": 0.7309941520467836,
"recall_sensitivity": 0.8389261744966443,
"specificity": 0.9488320355951056,
"f1": 0.78125,
"auc_ovr": 0.9635314406014139,
"mean_correct_confidence": 0.822150793334935
},
{
"class": "SCCKA",
"support": 95,
"precision": 0.5225225225225225,
"recall_sensitivity": 0.6105263157894737,
"specificity": 0.944386149003148,
"f1": 0.5631067961165048,
"auc_ovr": 0.9303584249185398,
"mean_correct_confidence": 0.817617780236459
},
{
"class": "VASC",
"support": 9,
"precision": 0.7777777777777778,
"recall_sensitivity": 0.7777777777777778,
"specificity": 0.9980750721847931,
"f1": 0.7777777777777778,
"auc_ovr": 0.9797882579403272,
"mean_correct_confidence": 0.6278822344922753
}
],
"classification_report": {
"AKIEC": {
"precision": 0.5909090909090909,
"recall": 0.21311475409836064,
"f1-score": 0.3132530120481928,
"support": 61.0
},
"BCC": {
"precision": 0.798951048951049,
"recall": 0.9067460317460317,
"f1-score": 0.8494423791821561,
"support": 504.0
},
"BEN_OTH": {
"precision": 1.0,
"recall": 0.1111111111111111,
"f1-score": 0.2,
"support": 9.0
},
"BKL": {
"precision": 0.44565217391304346,
"recall": 0.3761467889908257,
"f1-score": 0.4079601990049751,
"support": 109.0
},
"DF": {
"precision": 0.75,
"recall": 0.3,
"f1-score": 0.42857142857142855,
"support": 10.0
},
"INF": {
"precision": 0.3333333333333333,
"recall": 0.1,
"f1-score": 0.15384615384615385,
"support": 10.0
},
"MAL_OTH": {
"precision": 0.0,
"recall": 0.0,
"f1-score": 0.0,
"support": 2.0
},
"MEL": {
"precision": 0.6190476190476191,
"recall": 0.43333333333333335,
"f1-score": 0.5098039215686274,
"support": 90.0
},
"NV": {
"precision": 0.7309941520467836,
"recall": 0.8389261744966443,
"f1-score": 0.78125,
"support": 149.0
},
"SCCKA": {
"precision": 0.5225225225225225,
"recall": 0.6105263157894737,
"f1-score": 0.5631067961165048,
"support": 95.0
},
"VASC": {
"precision": 0.7777777777777778,
"recall": 0.7777777777777778,
"f1-score": 0.7777777777777778,
"support": 9.0
},
"accuracy": 0.7108778625954199,
"macro avg": {
"precision": 0.5971988835001109,
"recall": 0.4243347533948689,
"f1-score": 0.45318287891961967,
"support": 1048.0
},
"weighted avg": {
"precision": 0.6950365052629145,
"recall": 0.7108778625954199,
"f1-score": 0.6890295600483864,
"support": 1048.0
}
},
"class_names": [
"AKIEC",
"BCC",
"BEN_OTH",
"BKL",
"DF",
"INF",
"MAL_OTH",
"MEL",
"NV",
"SCCKA",
"VASC"
],
"head_class_names": [
"AKIEC",
"BCC",
"BKL",
"MEL",
"NV",
"SCCKA"
],
"mean_correct_confidence_head": 0.8326623439788818
}
}
},
"accuracy": 0.7108778625954199,
"nll": 0.8792097796681184,
"ece": 0.07983739881904343,
"mean_confidence": 0.7764731794125875,
"mean_correct_confidence": 0.8285036438611049,
"balanced_accuracy": 0.4243347533948689,
"top2_accuracy": 0.8692748091603053,
"top3_accuracy": 0.9427480916030534,
"precision_macro": 0.5971988835001109,
"recall_macro": 0.4243347533948689,
"f1_macro": 0.45318287891961967,
"precision_weighted": 0.6950365052629145,
"recall_weighted": 0.7108778625954199,
"f1_weighted": 0.6890295600483864,
"dice_macro": 0.45318287891961967,
"roc_auc_macro_ovr": 0.9174702018794881,
"roc_auc_weighted_ovr": 0.9165915762568025,
"roc_auc_micro_ovr": 0.9625439768952857,
"specificity_macro": 0.9625929265824852,
"per_class": [
{
"class": "AKIEC",
"support": 61,
"precision": 0.5909090909090909,
"recall_sensitivity": 0.21311475409836064,
"specificity": 0.9908814589665653,
"f1": 0.3132530120481928,
"auc_ovr": 0.9425149899513345,
"mean_correct_confidence": 0.5978547142477916
},
{
"class": "BCC",
"support": 504,
"precision": 0.798951048951049,
"recall_sensitivity": 0.9067460317460317,
"specificity": 0.7886029411764706,
"f1": 0.8494423791821561,
"auc_ovr": 0.925062733426704,
"mean_correct_confidence": 0.8654971790574919
},
{
"class": "BEN_OTH",
"support": 9,
"precision": 1.0,
"recall_sensitivity": 0.1111111111111111,
"specificity": 1.0,
"f1": 0.2,
"auc_ovr": 0.877232381563469,
"mean_correct_confidence": 0.48291631453671346
},
{
"class": "BKL",
"support": 109,
"precision": 0.44565217391304346,
"recall_sensitivity": 0.3761467889908257,
"specificity": 0.9456869009584664,
"f1": 0.4079601990049751,
"auc_ovr": 0.7890299068890386,
"mean_correct_confidence": 0.6984159428023473
},
{
"class": "DF",
"support": 10,
"precision": 0.75,
"recall_sensitivity": 0.3,
"specificity": 0.9990366088631984,
"f1": 0.42857142857142855,
"auc_ovr": 0.985645472061657,
"mean_correct_confidence": 0.5600317394371872
},
{
"class": "INF",
"support": 10,
"precision": 0.3333333333333333,
"recall_sensitivity": 0.1,
"specificity": 0.9980732177263969,
"f1": 0.15384615384615385,
"auc_ovr": 0.9535645472061658,
"mean_correct_confidence": 0.3355350070583783
},
{
"class": "MAL_OTH",
"support": 2,
"precision": 0.0,
"recall_sensitivity": 0.0,
"specificity": 1.0,
"f1": 0.0,
"auc_ovr": 0.844168260038241,
"mean_correct_confidence": null
},
{
"class": "MEL",
"support": 90,
"precision": 0.6190476190476191,
"recall_sensitivity": 0.43333333333333335,
"specificity": 0.9749478079331941,
"f1": 0.5098039215686274,
"auc_ovr": 0.9012758060774763,
"mean_correct_confidence": 0.7233701616717345
},
{
"class": "NV",
"support": 149,
"precision": 0.7309941520467836,
"recall_sensitivity": 0.8389261744966443,
"specificity": 0.9488320355951056,
"f1": 0.78125,
"auc_ovr": 0.9635314406014139,
"mean_correct_confidence": 0.822150793334935
},
{
"class": "SCCKA",
"support": 95,
"precision": 0.5225225225225225,
"recall_sensitivity": 0.6105263157894737,
"specificity": 0.944386149003148,
"f1": 0.5631067961165048,
"auc_ovr": 0.9303584249185398,
"mean_correct_confidence": 0.817617780236459
},
{
"class": "VASC",
"support": 9,
"precision": 0.7777777777777778,
"recall_sensitivity": 0.7777777777777778,
"specificity": 0.9980750721847931,
"f1": 0.7777777777777778,
"auc_ovr": 0.9797882579403272,
"mean_correct_confidence": 0.6278822344922753
}
],
"classification_report": {
"AKIEC": {
"precision": 0.5909090909090909,
"recall": 0.21311475409836064,
"f1-score": 0.3132530120481928,
"support": 61.0
},
"BCC": {
"precision": 0.798951048951049,
"recall": 0.9067460317460317,
"f1-score": 0.8494423791821561,
"support": 504.0
},
"BEN_OTH": {
"precision": 1.0,
"recall": 0.1111111111111111,
"f1-score": 0.2,
"support": 9.0
},
"BKL": {
"precision": 0.44565217391304346,
"recall": 0.3761467889908257,
"f1-score": 0.4079601990049751,
"support": 109.0
},
"DF": {
"precision": 0.75,
"recall": 0.3,
"f1-score": 0.42857142857142855,
"support": 10.0
},
"INF": {
"precision": 0.3333333333333333,
"recall": 0.1,
"f1-score": 0.15384615384615385,
"support": 10.0
},
"MAL_OTH": {
"precision": 0.0,
"recall": 0.0,
"f1-score": 0.0,
"support": 2.0
},
"MEL": {
"precision": 0.6190476190476191,
"recall": 0.43333333333333335,
"f1-score": 0.5098039215686274,
"support": 90.0
},
"NV": {
"precision": 0.7309941520467836,
"recall": 0.8389261744966443,
"f1-score": 0.78125,
"support": 149.0
},
"SCCKA": {
"precision": 0.5225225225225225,
"recall": 0.6105263157894737,
"f1-score": 0.5631067961165048,
"support": 95.0
},
"VASC": {
"precision": 0.7777777777777778,
"recall": 0.7777777777777778,
"f1-score": 0.7777777777777778,
"support": 9.0
},
"accuracy": 0.7108778625954199,
"macro avg": {
"precision": 0.5971988835001109,
"recall": 0.4243347533948689,
"f1-score": 0.45318287891961967,
"support": 1048.0
},
"weighted avg": {
"precision": 0.6950365052629145,
"recall": 0.7108778625954199,
"f1-score": 0.6890295600483864,
"support": 1048.0
}
},
"class_names": [
"AKIEC",
"BCC",
"BEN_OTH",
"BKL",
"DF",
"INF",
"MAL_OTH",
"MEL",
"NV",
"SCCKA",
"VASC"
],
"head_class_names": [
"AKIEC",
"BCC",
"BKL",
"MEL",
"NV",
"SCCKA"
],
"mean_correct_confidence_head": 0.8326623439788818
}