| { |
| "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 |
| } |