{ "best_selection_metric": 0.4380871905392807, "selection_metric_name": "f1_macro", "best_val_f1_macro": 0.4380871905392807, "checkpoint_variant": "raw", "temperature": 1.0, "variants": { "raw": { "checkpoint": "/marimo/single_encoder_split_runs/singleenc_pool_meta_sampler05/best_raw.pt", "temperature": 1.0, "uncalibrated_metrics": { "accuracy": 0.6641221374045801, "nll": 1.0448931668506847, "ece": 0.09157640922787222, "mean_confidence": 0.7500953861370351, "mean_correct_confidence": 0.7963743637893079, "balanced_accuracy": 0.4328933168114638, "top2_accuracy": 0.8530534351145038, "top3_accuracy": 0.9188931297709924, "precision_macro": 0.46146998834498837, "recall_macro": 0.4328933168114638, "f1_macro": 0.4380871905392807, "precision_weighted": 0.6599208548290131, "recall_weighted": 0.6641221374045801, "f1_weighted": 0.6559118295477747, "dice_macro": 0.4380871905392807, "roc_auc_macro_ovr": 0.8857308386990298, "roc_auc_weighted_ovr": 0.8895036986102581, "roc_auc_micro_ovr": 0.9496201416001397, "specificity_macro": 0.9584270217679499, "per_class": [ { "class": "AKIEC", "support": 61, "precision": 0.5333333333333333, "recall_sensitivity": 0.26229508196721313, "specificity": 0.9858156028368794, "f1": 0.3516483516483517, "auc_ovr": 0.8898799142956799, "mean_correct_confidence": 0.6617746124931628 }, { "class": "BCC", "support": 504, "precision": 0.7884615384615384, "recall_sensitivity": 0.8134920634920635, "specificity": 0.7977941176470589, "f1": 0.80078125, "auc_ovr": 0.8928425536881419, "mean_correct_confidence": 0.8012670447719678 }, { "class": "BEN_OTH", "support": 9, "precision": 0.14285714285714285, "recall_sensitivity": 0.1111111111111111, "specificity": 0.9942252165543792, "f1": 0.125, "auc_ovr": 0.886963961073682, "mean_correct_confidence": 0.6123372942059995 }, { "class": "BKL", "support": 109, "precision": 0.42, "recall_sensitivity": 0.3853211009174312, "specificity": 0.9382321618743344, "f1": 0.4019138755980861, "auc_ovr": 0.7597971685669901, "mean_correct_confidence": 0.6955728497795155 }, { "class": "DF", "support": 10, "precision": 0.5714285714285714, "recall_sensitivity": 0.4, "specificity": 0.9971098265895953, "f1": 0.47058823529411764, "auc_ovr": 0.9729287090558767, "mean_correct_confidence": 0.660877049942581 }, { "class": "INF", "support": 10, "precision": 0.3, "recall_sensitivity": 0.3, "specificity": 0.9932562620423893, "f1": 0.3, "auc_ovr": 0.916281310211946, "mean_correct_confidence": 0.5683079984552132 }, { "class": "MAL_OTH", "support": 2, "precision": 0.0, "recall_sensitivity": 0.0, "specificity": 1.0, "f1": 0.0, "auc_ovr": 0.7036328871892926, "mean_correct_confidence": null }, { "class": "MEL", "support": 90, "precision": 0.546875, "recall_sensitivity": 0.3888888888888889, "specificity": 0.9697286012526096, "f1": 0.45454545454545453, "auc_ovr": 0.8844815588030619, "mean_correct_confidence": 0.7617536458392234 }, { "class": "NV", "support": 149, "precision": 0.7375, "recall_sensitivity": 0.7919463087248322, "specificity": 0.9532814238042269, "f1": 0.7637540453074434, "auc_ovr": 0.9608289598435248, "mean_correct_confidence": 0.8438518682537945 }, { "class": "SCCKA", "support": 95, "precision": 0.4357142857142857, "recall_sensitivity": 0.6421052631578947, "specificity": 0.9171038824763903, "f1": 0.5191489361702127, "auc_ovr": 0.8974319324018336, "mean_correct_confidence": 0.8198739529874945 }, { "class": "VASC", "support": 9, "precision": 0.6, "recall_sensitivity": 0.6666666666666666, "specificity": 0.9961501443695862, "f1": 0.631578947368421, "auc_ovr": 0.9779702705592985, "mean_correct_confidence": 0.7909394450536013 } ], "classification_report": { "AKIEC": { "precision": 0.5333333333333333, "recall": 0.26229508196721313, "f1-score": 0.3516483516483517, "support": 61.0 }, "BCC": { "precision": 0.7884615384615384, "recall": 0.8134920634920635, "f1-score": 0.80078125, "support": 504.0 }, "BEN_OTH": { "precision": 0.14285714285714285, "recall": 0.1111111111111111, "f1-score": 0.125, "support": 9.0 }, "BKL": { "precision": 0.42, "recall": 0.3853211009174312, "f1-score": 0.4019138755980861, "support": 109.0 }, "DF": { "precision": 0.5714285714285714, "recall": 0.4, "f1-score": 0.47058823529411764, "support": 10.0 }, "INF": { "precision": 0.3, "recall": 0.3, "f1-score": 0.3, "support": 10.0 }, "MAL_OTH": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 2.0 }, "MEL": { "precision": 0.546875, "recall": 0.3888888888888889, "f1-score": 0.45454545454545453, "support": 90.0 }, "NV": { "precision": 0.7375, "recall": 0.7919463087248322, "f1-score": 0.7637540453074434, "support": 149.0 }, "SCCKA": { "precision": 0.4357142857142857, "recall": 0.6421052631578947, "f1-score": 0.5191489361702127, "support": 95.0 }, "VASC": { "precision": 0.6, "recall": 0.6666666666666666, "f1-score": 0.631578947368421, "support": 9.0 }, "accuracy": 0.6641221374045801, "macro avg": { "precision": 0.46146998834498837, "recall": 0.4328933168114638, "f1-score": 0.4380871905392807, "support": 1048.0 }, "weighted avg": { "precision": 0.6599208548290131, "recall": 0.6641221374045801, "f1-score": 0.6559118295477747, "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": 0.7984899878501892 }, "metrics": { "accuracy": 0.6641221374045801, "nll": 1.0448931668506847, "ece": 0.09157640922787222, "mean_confidence": 0.7500953861370351, "mean_correct_confidence": 0.7963743637893079, "balanced_accuracy": 0.4328933168114638, "top2_accuracy": 0.8530534351145038, "top3_accuracy": 0.9188931297709924, "precision_macro": 0.46146998834498837, "recall_macro": 0.4328933168114638, "f1_macro": 0.4380871905392807, "precision_weighted": 0.6599208548290131, "recall_weighted": 0.6641221374045801, "f1_weighted": 0.6559118295477747, "dice_macro": 0.4380871905392807, "roc_auc_macro_ovr": 0.8857308386990298, "roc_auc_weighted_ovr": 0.8895036986102581, "roc_auc_micro_ovr": 0.9496201416001397, "specificity_macro": 0.9584270217679499, "per_class": [ { "class": "AKIEC", "support": 61, "precision": 0.5333333333333333, "recall_sensitivity": 0.26229508196721313, "specificity": 0.9858156028368794, "f1": 0.3516483516483517, "auc_ovr": 0.8898799142956799, "mean_correct_confidence": 0.6617746124931628 }, { "class": "BCC", "support": 504, "precision": 0.7884615384615384, "recall_sensitivity": 0.8134920634920635, "specificity": 0.7977941176470589, "f1": 0.80078125, "auc_ovr": 0.8928425536881419, "mean_correct_confidence": 0.8012670447719678 }, { "class": "BEN_OTH", "support": 9, "precision": 0.14285714285714285, "recall_sensitivity": 0.1111111111111111, "specificity": 0.9942252165543792, "f1": 0.125, "auc_ovr": 0.886963961073682, "mean_correct_confidence": 0.6123372942059995 }, { "class": "BKL", "support": 109, "precision": 0.42, "recall_sensitivity": 0.3853211009174312, "specificity": 0.9382321618743344, "f1": 0.4019138755980861, "auc_ovr": 0.7597971685669901, "mean_correct_confidence": 0.6955728497795155 }, { "class": "DF", "support": 10, "precision": 0.5714285714285714, "recall_sensitivity": 0.4, "specificity": 0.9971098265895953, "f1": 0.47058823529411764, "auc_ovr": 0.9729287090558767, "mean_correct_confidence": 0.660877049942581 }, { "class": "INF", "support": 10, "precision": 0.3, "recall_sensitivity": 0.3, "specificity": 0.9932562620423893, "f1": 0.3, "auc_ovr": 0.916281310211946, "mean_correct_confidence": 0.5683079984552132 }, { "class": "MAL_OTH", "support": 2, "precision": 0.0, "recall_sensitivity": 0.0, "specificity": 1.0, "f1": 0.0, "auc_ovr": 0.7036328871892926, "mean_correct_confidence": null }, { "class": "MEL", "support": 90, "precision": 0.546875, "recall_sensitivity": 0.3888888888888889, "specificity": 0.9697286012526096, "f1": 0.45454545454545453, "auc_ovr": 0.8844815588030619, "mean_correct_confidence": 0.7617536458392234 }, { "class": "NV", "support": 149, "precision": 0.7375, "recall_sensitivity": 0.7919463087248322, "specificity": 0.9532814238042269, "f1": 0.7637540453074434, "auc_ovr": 0.9608289598435248, "mean_correct_confidence": 0.8438518682537945 }, { "class": "SCCKA", "support": 95, "precision": 0.4357142857142857, "recall_sensitivity": 0.6421052631578947, "specificity": 0.9171038824763903, "f1": 0.5191489361702127, "auc_ovr": 0.8974319324018336, "mean_correct_confidence": 0.8198739529874945 }, { "class": "VASC", "support": 9, "precision": 0.6, "recall_sensitivity": 0.6666666666666666, "specificity": 0.9961501443695862, "f1": 0.631578947368421, "auc_ovr": 0.9779702705592985, "mean_correct_confidence": 0.7909394450536013 } ], "classification_report": { "AKIEC": { "precision": 0.5333333333333333, "recall": 0.26229508196721313, "f1-score": 0.3516483516483517, "support": 61.0 }, "BCC": { "precision": 0.7884615384615384, "recall": 0.8134920634920635, "f1-score": 0.80078125, "support": 504.0 }, "BEN_OTH": { "precision": 0.14285714285714285, "recall": 0.1111111111111111, "f1-score": 0.125, "support": 9.0 }, "BKL": { "precision": 0.42, "recall": 0.3853211009174312, "f1-score": 0.4019138755980861, "support": 109.0 }, "DF": { "precision": 0.5714285714285714, "recall": 0.4, "f1-score": 0.47058823529411764, "support": 10.0 }, "INF": { "precision": 0.3, "recall": 0.3, "f1-score": 0.3, "support": 10.0 }, "MAL_OTH": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 2.0 }, "MEL": { "precision": 0.546875, "recall": 0.3888888888888889, "f1-score": 0.45454545454545453, "support": 90.0 }, "NV": { "precision": 0.7375, "recall": 0.7919463087248322, "f1-score": 0.7637540453074434, "support": 149.0 }, "SCCKA": { "precision": 0.4357142857142857, "recall": 0.6421052631578947, "f1-score": 0.5191489361702127, "support": 95.0 }, "VASC": { "precision": 0.6, "recall": 0.6666666666666666, "f1-score": 0.631578947368421, "support": 9.0 }, "accuracy": 0.6641221374045801, "macro avg": { "precision": 0.46146998834498837, "recall": 0.4328933168114638, "f1-score": 0.4380871905392807, "support": 1048.0 }, "weighted avg": { "precision": 0.6599208548290131, "recall": 0.6641221374045801, "f1-score": 0.6559118295477747, "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": 0.7984899878501892 } } }, "accuracy": 0.6641221374045801, "nll": 1.0448931668506847, "ece": 0.09157640922787222, "mean_confidence": 0.7500953861370351, "mean_correct_confidence": 0.7963743637893079, "balanced_accuracy": 0.4328933168114638, "top2_accuracy": 0.8530534351145038, "top3_accuracy": 0.9188931297709924, "precision_macro": 0.46146998834498837, "recall_macro": 0.4328933168114638, "f1_macro": 0.4380871905392807, "precision_weighted": 0.6599208548290131, "recall_weighted": 0.6641221374045801, "f1_weighted": 0.6559118295477747, "dice_macro": 0.4380871905392807, "roc_auc_macro_ovr": 0.8857308386990298, "roc_auc_weighted_ovr": 0.8895036986102581, "roc_auc_micro_ovr": 0.9496201416001397, "specificity_macro": 0.9584270217679499, "per_class": [ { "class": "AKIEC", "support": 61, "precision": 0.5333333333333333, "recall_sensitivity": 0.26229508196721313, "specificity": 0.9858156028368794, "f1": 0.3516483516483517, "auc_ovr": 0.8898799142956799, "mean_correct_confidence": 0.6617746124931628 }, { "class": "BCC", "support": 504, "precision": 0.7884615384615384, "recall_sensitivity": 0.8134920634920635, "specificity": 0.7977941176470589, "f1": 0.80078125, "auc_ovr": 0.8928425536881419, "mean_correct_confidence": 0.8012670447719678 }, { "class": "BEN_OTH", "support": 9, "precision": 0.14285714285714285, "recall_sensitivity": 0.1111111111111111, "specificity": 0.9942252165543792, "f1": 0.125, "auc_ovr": 0.886963961073682, "mean_correct_confidence": 0.6123372942059995 }, { "class": "BKL", "support": 109, "precision": 0.42, "recall_sensitivity": 0.3853211009174312, "specificity": 0.9382321618743344, "f1": 0.4019138755980861, "auc_ovr": 0.7597971685669901, "mean_correct_confidence": 0.6955728497795155 }, { "class": "DF", "support": 10, "precision": 0.5714285714285714, "recall_sensitivity": 0.4, "specificity": 0.9971098265895953, "f1": 0.47058823529411764, "auc_ovr": 0.9729287090558767, "mean_correct_confidence": 0.660877049942581 }, { "class": "INF", "support": 10, "precision": 0.3, "recall_sensitivity": 0.3, "specificity": 0.9932562620423893, "f1": 0.3, "auc_ovr": 0.916281310211946, "mean_correct_confidence": 0.5683079984552132 }, { "class": "MAL_OTH", "support": 2, "precision": 0.0, "recall_sensitivity": 0.0, "specificity": 1.0, "f1": 0.0, "auc_ovr": 0.7036328871892926, "mean_correct_confidence": null }, { "class": "MEL", "support": 90, "precision": 0.546875, "recall_sensitivity": 0.3888888888888889, "specificity": 0.9697286012526096, "f1": 0.45454545454545453, "auc_ovr": 0.8844815588030619, "mean_correct_confidence": 0.7617536458392234 }, { "class": "NV", "support": 149, "precision": 0.7375, "recall_sensitivity": 0.7919463087248322, "specificity": 0.9532814238042269, "f1": 0.7637540453074434, "auc_ovr": 0.9608289598435248, "mean_correct_confidence": 0.8438518682537945 }, { "class": "SCCKA", "support": 95, "precision": 0.4357142857142857, "recall_sensitivity": 0.6421052631578947, "specificity": 0.9171038824763903, "f1": 0.5191489361702127, "auc_ovr": 0.8974319324018336, "mean_correct_confidence": 0.8198739529874945 }, { "class": "VASC", "support": 9, "precision": 0.6, "recall_sensitivity": 0.6666666666666666, "specificity": 0.9961501443695862, "f1": 0.631578947368421, "auc_ovr": 0.9779702705592985, "mean_correct_confidence": 0.7909394450536013 } ], "classification_report": { "AKIEC": { "precision": 0.5333333333333333, "recall": 0.26229508196721313, "f1-score": 0.3516483516483517, "support": 61.0 }, "BCC": { "precision": 0.7884615384615384, "recall": 0.8134920634920635, "f1-score": 0.80078125, "support": 504.0 }, "BEN_OTH": { "precision": 0.14285714285714285, "recall": 0.1111111111111111, "f1-score": 0.125, "support": 9.0 }, "BKL": { "precision": 0.42, "recall": 0.3853211009174312, "f1-score": 0.4019138755980861, "support": 109.0 }, "DF": { "precision": 0.5714285714285714, "recall": 0.4, "f1-score": 0.47058823529411764, "support": 10.0 }, "INF": { "precision": 0.3, "recall": 0.3, "f1-score": 0.3, "support": 10.0 }, "MAL_OTH": { "precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 2.0 }, "MEL": { "precision": 0.546875, "recall": 0.3888888888888889, "f1-score": 0.45454545454545453, "support": 90.0 }, "NV": { "precision": 0.7375, "recall": 0.7919463087248322, "f1-score": 0.7637540453074434, "support": 149.0 }, "SCCKA": { "precision": 0.4357142857142857, "recall": 0.6421052631578947, "f1-score": 0.5191489361702127, "support": 95.0 }, "VASC": { "precision": 0.6, "recall": 0.6666666666666666, "f1-score": 0.631578947368421, "support": 9.0 }, "accuracy": 0.6641221374045801, "macro avg": { "precision": 0.46146998834498837, "recall": 0.4328933168114638, "f1-score": 0.4380871905392807, "support": 1048.0 }, "weighted avg": { "precision": 0.6599208548290131, "recall": 0.6641221374045801, "f1-score": 0.6559118295477747, "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": 0.7984899878501892 }