{ "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 }