This model is a fine-tuned version of microsoft/swin-base-patch4-window7-224 on the marconilabmak/hash-ultrasound-image-classification dataset. It achieves the following results on the evaluation set:
More information needed
More information needed
More information needed
The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision Macro | Recall Macro | F1 Macro | Confusion Matrix | Classification Report | Sensitivity Per Class | Specificity Per Class |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 7.9646 | 1.0 | 86 | 1.9270 | 0.4005 | 0.3952 | 0.3087 | 0.2835 | [[2, 4, 1, 0, 0, 26, 0, 0, 0], [0, 85, 0, 0, 0, 37, 0, 0, 0], [5, 5, 6, 1, 0, 24, 6, 0, 0], [2, 6, 1, 0, 0, 15, 1, 0, 0], [0, 6, 0, 0, 4, 27, 0, 0, 1], [1, 9, 0, 1, 1, 44, 1, 0, 0], [0, 15, 3, 1, 0, 20, 4, 0, 0], [1, 3, 2, 0, 0, 8, 0, 0, 0], [0, 0, 0, 0, 0, 1, 0, 0, 12]] | {'Placenta': {'precision': 0.18181818181818182, 'recall': 0.06060606060606061, 'f1-score': 0.09090909090909091, 'support': 33.0}, 'Fetal brain': {'precision': 0.6390977443609023, 'recall': 0.6967213114754098, 'f1-score': 0.6666666666666666, 'support': 122.0}, 'Fetal femur': {'precision': 0.46153846153846156, 'recall': 0.1276595744680851, 'f1-score': 0.2, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8, 'recall': 0.10526315789473684, 'f1-score': 0.18604651162790697, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.21782178217821782, 'recall': 0.7719298245614035, 'f1-score': 0.33976833976833976, 'support': 57.0}, 'Other': {'precision': 0.3333333333333333, 'recall': 0.09302325581395349, 'f1-score': 0.14545454545454545, 'support': 43.0}, 'Fetal spine': {'precision': 0.0, 'recall': 0.0, 'f1-score': 0.0, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.4005102040816326, 'macro avg': {'precision': 0.3951873807006689, 'recall': 0.3086977897662858, 'f1-score': 0.28354689750038586, 'support': 392.0}, 'weighted avg': {'precision': 0.4459474679128304, 'recall': 0.4005102040816326, 'f1-score': 0.3531235755013638, 'support': 392.0}} | {'Placenta': 0.06060606060606061, 'Fetal brain': 0.6967213114754098, 'Fetal femur': 0.1276595744680851, 'Maternal Cervix': 0.0, 'Fetal thorax': 0.10526315789473684, 'Fetal abdomen': 0.7719298245614035, 'Other': 0.09302325581395349, 'Fetal spine': 0.0, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9749303621169917, 'Fetal brain': 0.8222222222222222, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9971751412429378, 'Fetal abdomen': 0.5283582089552239, 'Other': 0.9770773638968482, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593} |
| 3.6898 | 2.0 | 172 | 0.9522 | 0.7628 | 0.7053 | 0.6948 | 0.6746 | [[21, 0, 5, 5, 1, 0, 0, 1, 0], [0, 119, 0, 0, 0, 3, 0, 0, 0], [1, 0, 42, 0, 0, 0, 0, 4, 0], [5, 1, 0, 16, 1, 0, 0, 2, 0], [2, 0, 0, 0, 29, 4, 2, 0, 1], [5, 0, 0, 1, 5, 46, 0, 0, 0], [14, 2, 2, 2, 5, 3, 8, 7, 0], [0, 0, 6, 0, 2, 0, 0, 6, 0], [0, 0, 0, 0, 0, 1, 0, 0, 12]] | {'Placenta': {'precision': 0.4375, 'recall': 0.6363636363636364, 'f1-score': 0.5185185185185185, 'support': 33.0}, 'Fetal brain': {'precision': 0.9754098360655737, 'recall': 0.9754098360655737, 'f1-score': 0.9754098360655737, 'support': 122.0}, 'Fetal femur': {'precision': 0.7636363636363637, 'recall': 0.8936170212765957, 'f1-score': 0.8235294117647058, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.6666666666666666, 'recall': 0.64, 'f1-score': 0.6530612244897959, 'support': 25.0}, 'Fetal thorax': {'precision': 0.6744186046511628, 'recall': 0.7631578947368421, 'f1-score': 0.7160493827160493, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8070175438596491, 'recall': 0.8070175438596491, 'f1-score': 0.8070175438596491, 'support': 57.0}, 'Other': {'precision': 0.8, 'recall': 0.18604651162790697, 'f1-score': 0.3018867924528302, 'support': 43.0}, 'Fetal spine': {'precision': 0.3, 'recall': 0.42857142857142855, 'f1-score': 0.35294117647058826, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.7627551020408163, 'macro avg': {'precision': 0.7053028819951488, 'recall': 0.694806755064284, 'f1-score': 0.6746100899349593, 'support': 392.0}, 'weighted avg': {'precision': 0.7862831192202039, 'recall': 0.7627551020408163, 'f1-score': 0.750703339708079, 'support': 392.0}} | {'Placenta': 0.6363636363636364, 'Fetal brain': 0.9754098360655737, 'Fetal femur': 0.8936170212765957, 'Maternal Cervix': 0.64, 'Fetal thorax': 0.7631578947368421, 'Fetal abdomen': 0.8070175438596491, 'Other': 0.18604651162790697, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.924791086350975, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9623188405797102, 'Maternal Cervix': 0.9782016348773842, 'Fetal thorax': 0.96045197740113, 'Fetal abdomen': 0.9671641791044776, 'Other': 0.994269340974212, 'Fetal spine': 0.9629629629629629, 'Fetal heart rate': 0.9973614775725593} |
| 2.7533 | 3.0 | 258 | 0.9407 | 0.8240 | 0.8275 | 0.7450 | 0.7172 | [[29, 0, 0, 4, 0, 0, 0, 0, 0], [0, 118, 0, 0, 2, 2, 0, 0, 0], [0, 0, 45, 2, 0, 0, 0, 0, 0], [2, 0, 0, 22, 1, 0, 0, 0, 0], [3, 0, 0, 1, 30, 3, 0, 0, 1], [2, 0, 0, 1, 2, 52, 0, 0, 0], [12, 3, 2, 8, 2, 2, 14, 0, 0], [1, 0, 9, 2, 0, 0, 1, 1, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.5918367346938775, 'recall': 0.8787878787878788, 'f1-score': 0.7073170731707317, 'support': 33.0}, 'Fetal brain': {'precision': 0.9752066115702479, 'recall': 0.9672131147540983, 'f1-score': 0.9711934156378601, 'support': 122.0}, 'Fetal femur': {'precision': 0.8035714285714286, 'recall': 0.9574468085106383, 'f1-score': 0.8737864077669902, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.55, 'recall': 0.88, 'f1-score': 0.676923076923077, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7894736842105263, 'recall': 0.7894736842105263, 'f1-score': 0.7894736842105263, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8813559322033898, 'recall': 0.9122807017543859, 'f1-score': 0.896551724137931, 'support': 57.0}, 'Other': {'precision': 0.9333333333333333, 'recall': 0.32558139534883723, 'f1-score': 0.4827586206896552, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.07142857142857142, 'f1-score': 0.13333333333333333, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8239795918367347, 'macro avg': {'precision': 0.8275394052955252, 'recall': 0.74503211976354, 'f1-score': 0.7171571398830031, 'support': 392.0}, 'weighted avg': {'precision': 0.8581487180312549, 'recall': 0.8239795918367347, 'f1-score': 0.8049664128641899, 'support': 392.0}} | {'Placenta': 0.8787878787878788, 'Fetal brain': 0.9672131147540983, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.88, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.32558139534883723, 'Fetal spine': 0.07142857142857142, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9442896935933147, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9681159420289855, 'Maternal Cervix': 0.9509536784741145, 'Fetal thorax': 0.9774011299435028, 'Fetal abdomen': 0.9791044776119403, 'Other': 0.997134670487106, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593} |
| 2.2343 | 4.0 | 344 | 0.7375 | 0.8316 | 0.8070 | 0.7892 | 0.7760 | [[31, 0, 0, 0, 0, 0, 2, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [2, 1, 1, 20, 0, 0, 1, 0, 0], [4, 1, 0, 0, 19, 10, 2, 1, 1], [5, 0, 1, 1, 0, 50, 0, 0, 0], [12, 2, 1, 3, 1, 4, 15, 5, 0], [0, 0, 4, 0, 0, 0, 0, 10, 0], [0, 0, 0, 0, 0, 1, 0, 0, 12]] | {'Placenta': {'precision': 0.5740740740740741, 'recall': 0.9393939393939394, 'f1-score': 0.7126436781609196, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.8, 'f1-score': 0.8163265306122449, 'support': 25.0}, 'Fetal thorax': {'precision': 0.95, 'recall': 0.5, 'f1-score': 0.6551724137931034, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.7692307692307693, 'recall': 0.8771929824561403, 'f1-score': 0.819672131147541, 'support': 57.0}, 'Other': {'precision': 0.75, 'recall': 0.3488372093023256, 'f1-score': 0.47619047619047616, 'support': 43.0}, 'Fetal spine': {'precision': 0.625, 'recall': 0.7142857142857143, 'f1-score': 0.6666666666666666, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8316326530612245, 'macro avg': {'precision': 0.8070377153710487, 'recall': 0.7891985298350047, 'f1-score': 0.7760347618551935, 'support': 392.0}, 'weighted avg': {'precision': 0.846322252954906, 'recall': 0.8316326530612245, 'f1-score': 0.819203122386811, 'support': 392.0}} | {'Placenta': 0.9393939393939394, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.5, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.3488372093023256, 'Fetal spine': 0.7142857142857143, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.935933147632312, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9971751412429378, 'Fetal abdomen': 0.9552238805970149, 'Other': 0.9856733524355301, 'Fetal spine': 0.9841269841269841, 'Fetal heart rate': 0.9973614775725593} |
| 1.6122 | 5.0 | 430 | 0.8010 | 0.8495 | 0.8183 | 0.7915 | 0.7867 | [[30, 0, 1, 0, 2, 0, 0, 0, 0], [0, 117, 0, 1, 4, 0, 0, 0, 0], [0, 0, 46, 0, 0, 1, 0, 0, 0], [3, 1, 0, 18, 0, 1, 2, 0, 0], [2, 0, 0, 0, 33, 2, 0, 0, 1], [0, 0, 0, 0, 1, 55, 1, 0, 0], [12, 2, 1, 2, 5, 3, 16, 2, 0], [1, 0, 4, 1, 1, 0, 1, 6, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.625, 'recall': 0.9090909090909091, 'f1-score': 0.7407407407407407, 'support': 33.0}, 'Fetal brain': {'precision': 0.975, 'recall': 0.9590163934426229, 'f1-score': 0.9669421487603306, 'support': 122.0}, 'Fetal femur': {'precision': 0.8846153846153846, 'recall': 0.9787234042553191, 'f1-score': 0.9292929292929293, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8181818181818182, 'recall': 0.72, 'f1-score': 0.7659574468085106, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7021276595744681, 'recall': 0.868421052631579, 'f1-score': 0.7764705882352941, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8870967741935484, 'recall': 0.9649122807017544, 'f1-score': 0.9243697478991597, 'support': 57.0}, 'Other': {'precision': 0.8, 'recall': 0.37209302325581395, 'f1-score': 0.5079365079365079, 'support': 43.0}, 'Fetal spine': {'precision': 0.75, 'recall': 0.42857142857142855, 'f1-score': 0.5454545454545454, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8494897959183674, 'macro avg': {'precision': 0.8183442844046825, 'recall': 0.7915450461140389, 'f1-score': 0.786693508689438, 'support': 392.0}, 'weighted avg': {'precision': 0.8565097850110475, 'recall': 0.8494897959183674, 'f1-score': 0.8390553109719694, 'support': 392.0}} | {'Placenta': 0.9090909090909091, 'Fetal brain': 0.9590163934426229, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.72, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.9649122807017544, 'Other': 0.37209302325581395, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9498607242339833, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9826086956521739, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.96045197740113, 'Fetal abdomen': 0.9791044776119403, 'Other': 0.9885386819484241, 'Fetal spine': 0.9947089947089947, 'Fetal heart rate': 0.9973614775725593} |
| 2.8282 | 6.0 | 516 | 0.9050 | 0.8418 | 0.8153 | 0.7850 | 0.7923 | [[22, 0, 1, 0, 1, 0, 9, 0, 0], [0, 119, 0, 1, 2, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [2, 0, 1, 19, 0, 0, 3, 0, 0], [2, 0, 0, 0, 33, 0, 2, 0, 1], [3, 0, 0, 0, 2, 49, 3, 0, 0], [5, 2, 2, 1, 7, 3, 22, 1, 0], [1, 0, 4, 1, 0, 0, 1, 7, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.6285714285714286, 'recall': 0.6666666666666666, 'f1-score': 0.6470588235294118, 'support': 33.0}, 'Fetal brain': {'precision': 0.9834710743801653, 'recall': 0.9754098360655737, 'f1-score': 0.9794238683127572, 'support': 122.0}, 'Fetal femur': {'precision': 0.8545454545454545, 'recall': 1.0, 'f1-score': 0.9215686274509803, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8636363636363636, 'recall': 0.76, 'f1-score': 0.8085106382978723, 'support': 25.0}, 'Fetal thorax': {'precision': 0.717391304347826, 'recall': 0.868421052631579, 'f1-score': 0.7857142857142857, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9423076923076923, 'recall': 0.8596491228070176, 'f1-score': 0.8990825688073395, 'support': 57.0}, 'Other': {'precision': 0.55, 'recall': 0.5116279069767442, 'f1-score': 0.5301204819277109, 'support': 43.0}, 'Fetal spine': {'precision': 0.875, 'recall': 0.5, 'f1-score': 0.6363636363636364, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8418367346938775, 'macro avg': {'precision': 0.815333360096206, 'recall': 0.784983500913834, 'f1-score': 0.7923244281645464, 'support': 392.0}, 'weighted avg': {'precision': 0.8452889839248434, 'recall': 0.8418367346938775, 'f1-score': 0.839740473136259, 'support': 392.0}} | {'Placenta': 0.6666666666666666, 'Fetal brain': 0.9754098360655737, 'Fetal femur': 1.0, 'Maternal Cervix': 0.76, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.8596491228070176, 'Other': 0.5116279069767442, 'Fetal spine': 0.5, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9637883008356546, 'Fetal brain': 0.9925925925925926, 'Fetal femur': 0.9768115942028985, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.963276836158192, 'Fetal abdomen': 0.991044776119403, 'Other': 0.9484240687679083, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593} |
| 0.7636 | 7.0 | 602 | 0.9024 | 0.8291 | 0.7720 | 0.7735 | 0.7665 | [[18, 1, 5, 2, 0, 2, 4, 1, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [1, 1, 1, 21, 0, 0, 1, 0, 0], [2, 0, 1, 0, 30, 2, 1, 1, 1], [2, 0, 2, 0, 4, 47, 0, 2, 0], [5, 2, 1, 6, 3, 2, 21, 3, 0], [0, 0, 5, 0, 0, 0, 1, 8, 0], [0, 0, 1, 0, 0, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.6428571428571429, 'recall': 0.5454545454545454, 'f1-score': 0.5901639344262295, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.7419354838709677, 'recall': 0.9787234042553191, 'f1-score': 0.8440366972477065, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7241379310344828, 'recall': 0.84, 'f1-score': 0.7777777777777778, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8108108108108109, 'recall': 0.7894736842105263, 'f1-score': 0.8, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8867924528301887, 'recall': 0.8245614035087719, 'f1-score': 0.8545454545454545, 'support': 57.0}, 'Other': {'precision': 0.75, 'recall': 0.4883720930232558, 'f1-score': 0.5915492957746479, 'support': 43.0}, 'Fetal spine': {'precision': 0.5, 'recall': 0.5714285714285714, 'f1-score': 0.5333333333333333, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8290816326530612, 'macro avg': {'precision': 0.7719849680816094, 'recall': 0.7734545138842126, 'f1-score': 0.7664838204360009, 'support': 392.0}, 'weighted avg': {'precision': 0.828886904288773, 'recall': 0.8290816326530612, 'f1-score': 0.8230464653309587, 'support': 392.0}} | {'Placenta': 0.5454545454545454, 'Fetal brain': 1.0, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.8245614035087719, 'Other': 0.4883720930232558, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9721448467966574, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9536231884057971, 'Maternal Cervix': 0.9782016348773842, 'Fetal thorax': 0.980225988700565, 'Fetal abdomen': 0.982089552238806, 'Other': 0.9799426934097422, 'Fetal spine': 0.9788359788359788, 'Fetal heart rate': 0.9973614775725593} |
| 0.9079 | 8.0 | 688 | 1.0820 | 0.8444 | 0.7954 | 0.8030 | 0.7971 | [[20, 0, 1, 0, 0, 1, 11, 0, 0], [0, 120, 0, 1, 0, 0, 1, 0, 0], [0, 0, 46, 1, 0, 0, 0, 0, 0], [3, 1, 0, 20, 0, 1, 0, 0, 0], [0, 1, 0, 0, 30, 3, 2, 1, 1], [1, 0, 0, 0, 1, 55, 0, 0, 0], [6, 4, 1, 4, 4, 3, 17, 4, 0], [0, 0, 2, 0, 0, 0, 1, 11, 0], [1, 0, 0, 0, 0, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.6451612903225806, 'recall': 0.6060606060606061, 'f1-score': 0.625, 'support': 33.0}, 'Fetal brain': {'precision': 0.9523809523809523, 'recall': 0.9836065573770492, 'f1-score': 0.967741935483871, 'support': 122.0}, 'Fetal femur': {'precision': 0.92, 'recall': 0.9787234042553191, 'f1-score': 0.9484536082474226, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7692307692307693, 'recall': 0.8, 'f1-score': 0.7843137254901961, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8571428571428571, 'recall': 0.7894736842105263, 'f1-score': 0.821917808219178, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.873015873015873, 'recall': 0.9649122807017544, 'f1-score': 0.9166666666666666, 'support': 57.0}, 'Other': {'precision': 0.53125, 'recall': 0.3953488372093023, 'f1-score': 0.4533333333333333, 'support': 43.0}, 'Fetal spine': {'precision': 0.6875, 'recall': 0.7857142857142857, 'f1-score': 0.7333333333333333, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8443877551020408, 'macro avg': {'precision': 0.7954176294633285, 'recall': 0.8029907309561963, 'f1-score': 0.7970930370945472, 'support': 392.0}, 'weighted avg': {'precision': 0.8335552329980203, 'recall': 0.8443877551020408, 'f1-score': 0.8370345805261346, 'support': 392.0}} | {'Placenta': 0.6060606060606061, 'Fetal brain': 0.9836065573770492, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.9649122807017544, 'Other': 0.3953488372093023, 'Fetal spine': 0.7857142857142857, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9693593314763231, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9884057971014493, 'Maternal Cervix': 0.9836512261580381, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.9761194029850746, 'Other': 0.9570200573065902, 'Fetal spine': 0.9867724867724867, 'Fetal heart rate': 0.9973614775725593} |
| 0.6064 | 9.0 | 774 | 1.0752 | 0.8316 | 0.7969 | 0.7907 | 0.7924 | [[19, 0, 0, 0, 1, 0, 13, 0, 0], [0, 118, 0, 1, 1, 1, 1, 0, 0], [0, 0, 45, 0, 0, 0, 2, 0, 0], [2, 1, 0, 20, 0, 0, 2, 0, 0], [0, 0, 0, 0, 30, 2, 5, 0, 1], [0, 0, 1, 0, 3, 50, 3, 0, 0], [4, 2, 1, 5, 2, 3, 22, 4, 0], [1, 0, 1, 0, 0, 0, 2, 10, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.7307692307692307, 'recall': 0.5757575757575758, 'f1-score': 0.6440677966101694, 'support': 33.0}, 'Fetal brain': {'precision': 0.9752066115702479, 'recall': 0.9672131147540983, 'f1-score': 0.9711934156378601, 'support': 122.0}, 'Fetal femur': {'precision': 0.9375, 'recall': 0.9574468085106383, 'f1-score': 0.9473684210526315, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7692307692307693, 'recall': 0.8, 'f1-score': 0.7843137254901961, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7894736842105263, 'recall': 0.7894736842105263, 'f1-score': 0.7894736842105263, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8928571428571429, 'recall': 0.8771929824561403, 'f1-score': 0.8849557522123894, 'support': 57.0}, 'Other': {'precision': 0.44, 'recall': 0.5116279069767442, 'f1-score': 0.4731182795698925, 'support': 43.0}, 'Fetal spine': {'precision': 0.7142857142857143, 'recall': 0.7142857142857143, 'f1-score': 0.7142857142857143, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8316326530612245, 'macro avg': {'precision': 0.7969333417778395, 'recall': 0.7906749677809289, 'f1-score': 0.7924281902384781, 'support': 392.0}, 'weighted avg': {'precision': 0.8372365244912786, 'recall': 0.8316326530612245, 'f1-score': 0.8333177469905477, 'support': 392.0}} | {'Placenta': 0.5757575757575758, 'Fetal brain': 0.9672131147540983, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.5116279069767442, 'Fetal spine': 0.7142857142857143, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9805013927576601, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.991304347826087, 'Maternal Cervix': 0.9836512261580381, 'Fetal thorax': 0.9774011299435028, 'Fetal abdomen': 0.982089552238806, 'Other': 0.9197707736389685, 'Fetal spine': 0.9894179894179894, 'Fetal heart rate': 0.9973614775725593} |
| 0.4423 | 10.0 | 860 | 1.2178 | 0.8546 | 0.8380 | 0.8098 | 0.8137 | [[15, 1, 1, 0, 1, 2, 13, 0, 0], [0, 121, 0, 1, 0, 0, 0, 0, 0], [0, 0, 44, 0, 0, 1, 0, 2, 0], [0, 1, 0, 20, 0, 1, 3, 0, 0], [0, 0, 0, 0, 31, 2, 3, 1, 1], [0, 0, 0, 0, 2, 53, 1, 1, 0], [1, 3, 1, 2, 5, 3, 28, 0, 0], [0, 0, 2, 0, 0, 0, 1, 11, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.9375, 'recall': 0.45454545454545453, 'f1-score': 0.6122448979591837, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.9166666666666666, 'recall': 0.9361702127659575, 'f1-score': 0.9263157894736842, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.775, 'recall': 0.8157894736842105, 'f1-score': 0.7948717948717948, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8548387096774194, 'recall': 0.9298245614035088, 'f1-score': 0.8907563025210085, 'support': 57.0}, 'Other': {'precision': 0.5714285714285714, 'recall': 0.6511627906976745, 'f1-score': 0.6086956521739131, 'support': 43.0}, 'Fetal spine': {'precision': 0.7333333333333333, 'recall': 0.7857142857142857, 'f1-score': 0.7586206896551724, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8545918367346939, 'macro avg': {'precision': 0.8379696535435198, 'recall': 0.8097874422862821, 'f1-score': 0.8137468705197686, 'support': 392.0}, 'weighted avg': {'precision': 0.8620729480014139, 'recall': 0.8545918367346939, 'f1-score': 0.8504986844783166, 'support': 392.0}} | {'Placenta': 0.45454545454545453, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9361702127659575, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.8157894736842105, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.6511627906976745, 'Fetal spine': 0.7857142857142857, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9972144846796658, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9884057971014493, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9745762711864406, 'Fetal abdomen': 0.9731343283582089, 'Other': 0.9398280802292264, 'Fetal spine': 0.9894179894179894, 'Fetal heart rate': 0.9973614775725593} |
| 0.6316 | 11.0 | 946 | 1.5772 | 0.8495 | 0.8387 | 0.7961 | 0.7982 | [[29, 0, 1, 1, 0, 0, 2, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [1, 0, 45, 1, 0, 0, 0, 0, 0], [4, 1, 0, 19, 0, 1, 0, 0, 0], [4, 0, 0, 0, 30, 3, 0, 0, 1], [5, 0, 0, 0, 0, 52, 0, 0, 0], [13, 3, 1, 4, 2, 3, 16, 1, 0], [1, 0, 2, 1, 0, 0, 2, 8, 0], [1, 0, 0, 0, 0, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.5, 'recall': 0.8787878787878788, 'f1-score': 0.6373626373626373, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.9183673469387755, 'recall': 0.9574468085106383, 'f1-score': 0.9375, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7307692307692307, 'recall': 0.76, 'f1-score': 0.7450980392156863, 'support': 25.0}, 'Fetal thorax': {'precision': 0.9375, 'recall': 0.7894736842105263, 'f1-score': 0.8571428571428571, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8813559322033898, 'recall': 0.9122807017543859, 'f1-score': 0.896551724137931, 'support': 57.0}, 'Other': {'precision': 0.8, 'recall': 0.37209302325581395, 'f1-score': 0.5079365079365079, 'support': 43.0}, 'Fetal spine': {'precision': 0.8888888888888888, 'recall': 0.5714285714285714, 'f1-score': 0.6956521739130435, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8494897959183674, 'macro avg': {'precision': 0.8386902544590196, 'recall': 0.7960652878916376, 'f1-score': 0.7982435367252803, 'support': 392.0}, 'weighted avg': {'precision': 0.8693015632203442, 'recall': 0.8494897959183674, 'f1-score': 0.8444144214316797, 'support': 392.0}} | {'Placenta': 0.8787878787878788, 'Fetal brain': 1.0, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.76, 'Fetal thorax': 0.7894736842105263, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.37209302325581395, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9192200557103064, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9884057971014493, 'Maternal Cervix': 0.9809264305177112, 'Fetal thorax': 0.9943502824858758, 'Fetal abdomen': 0.9791044776119403, 'Other': 0.9885386819484241, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593} |
| 0.3935 | 12.0 | 1032 | 1.8277 | 0.8597 | 0.8307 | 0.8017 | 0.8052 | [[30, 0, 1, 0, 0, 0, 2, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [4, 1, 1, 17, 0, 1, 1, 0, 0], [2, 0, 0, 0, 28, 4, 1, 2, 1], [2, 0, 1, 0, 1, 53, 0, 0, 0], [11, 2, 1, 2, 3, 3, 20, 1, 0], [1, 0, 3, 0, 0, 0, 2, 8, 0], [0, 0, 0, 0, 0, 0, 1, 0, 12]] | {'Placenta': {'precision': 0.6, 'recall': 0.9090909090909091, 'f1-score': 0.7228915662650602, 'support': 33.0}, 'Fetal brain': {'precision': 0.976, 'recall': 1.0, 'f1-score': 0.9878542510121457, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8947368421052632, 'recall': 0.68, 'f1-score': 0.7727272727272727, 'support': 25.0}, 'Fetal thorax': {'precision': 0.875, 'recall': 0.7368421052631579, 'f1-score': 0.8, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8688524590163934, 'recall': 0.9298245614035088, 'f1-score': 0.8983050847457628, 'support': 57.0}, 'Other': {'precision': 0.7407407407407407, 'recall': 0.46511627906976744, 'f1-score': 0.5714285714285714, 'support': 43.0}, 'Fetal spine': {'precision': 0.7272727272727273, 'recall': 0.5714285714285714, 'f1-score': 0.64, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8596938775510204, 'macro avg': {'precision': 0.8306722291758243, 'recall': 0.8017088165925377, 'f1-score': 0.8052196376180741, 'support': 392.0}, 'weighted avg': {'precision': 0.8646838996368456, 'recall': 0.8596938775510204, 'f1-score': 0.8534928948667688, 'support': 392.0}} | {'Placenta': 0.9090909090909091, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.68, 'Fetal thorax': 0.7368421052631579, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.46511627906976744, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9442896935933147, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9945504087193461, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9761194029850746, 'Other': 0.9799426934097422, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593} |
| 0.2714 | 13.0 | 1118 | 1.3866 | 0.8724 | 0.8209 | 0.8239 | 0.8219 | [[23, 0, 2, 1, 0, 0, 6, 1, 0], [0, 121, 0, 1, 0, 0, 0, 0, 0], [0, 0, 45, 0, 0, 0, 0, 2, 0], [2, 0, 0, 20, 0, 1, 2, 0, 0], [1, 0, 0, 0, 33, 0, 2, 1, 1], [1, 0, 0, 0, 2, 53, 1, 0, 0], [5, 1, 1, 5, 1, 3, 26, 1, 0], [0, 0, 3, 0, 0, 0, 2, 9, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.71875, 'recall': 0.696969696969697, 'f1-score': 0.7076923076923077, 'support': 33.0}, 'Fetal brain': {'precision': 0.9918032786885246, 'recall': 0.9918032786885246, 'f1-score': 0.9918032786885246, 'support': 122.0}, 'Fetal femur': {'precision': 0.8823529411764706, 'recall': 0.9574468085106383, 'f1-score': 0.9183673469387755, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7407407407407407, 'recall': 0.8, 'f1-score': 0.7692307692307693, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8918918918918919, 'recall': 0.868421052631579, 'f1-score': 0.88, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9298245614035088, 'recall': 0.9298245614035088, 'f1-score': 0.9298245614035088, 'support': 57.0}, 'Other': {'precision': 0.6666666666666666, 'recall': 0.6046511627906976, 'f1-score': 0.6341463414634146, 'support': 43.0}, 'Fetal spine': {'precision': 0.6428571428571429, 'recall': 0.6428571428571429, 'f1-score': 0.6428571428571429, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8724489795918368, 'macro avg': {'precision': 0.8208849051668744, 'recall': 0.8238945141031901, 'f1-score': 0.821888741261263, 'support': 392.0}, 'weighted avg': {'precision': 0.8705775900825795, 'recall': 0.8724489795918368, 'f1-score': 0.8710616667695527, 'support': 392.0}} | {'Placenta': 0.696969696969697, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.6046511627906976, 'Fetal spine': 0.6428571428571429, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9749303621169917, 'Fetal brain': 0.9962962962962963, 'Fetal femur': 0.9826086956521739, 'Maternal Cervix': 0.9809264305177112, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9880597014925373, 'Other': 0.9627507163323782, 'Fetal spine': 0.9867724867724867, 'Fetal heart rate': 0.9973614775725593} |
| 0.7425 | 14.0 | 1204 | 1.7454 | 0.8622 | 0.8240 | 0.8069 | 0.8127 | [[20, 0, 1, 0, 1, 1, 10, 0, 0], [0, 121, 0, 1, 0, 0, 0, 0, 0], [0, 0, 45, 0, 0, 1, 1, 0, 0], [0, 0, 0, 20, 0, 1, 3, 1, 0], [0, 0, 0, 0, 36, 0, 1, 0, 1], [0, 0, 1, 0, 2, 53, 1, 0, 0], [5, 3, 1, 3, 1, 5, 23, 2, 0], [1, 0, 4, 0, 0, 0, 1, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.7692307692307693, 'recall': 0.6060606060606061, 'f1-score': 0.6779661016949152, 'support': 33.0}, 'Fetal brain': {'precision': 0.9758064516129032, 'recall': 0.9918032786885246, 'f1-score': 0.983739837398374, 'support': 122.0}, 'Fetal femur': {'precision': 0.8653846153846154, 'recall': 0.9574468085106383, 'f1-score': 0.9090909090909091, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.8, 'f1-score': 0.8163265306122449, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8780487804878049, 'recall': 0.9473684210526315, 'f1-score': 0.9113924050632911, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8688524590163934, 'recall': 0.9298245614035088, 'f1-score': 0.8983050847457628, 'support': 57.0}, 'Other': {'precision': 0.575, 'recall': 0.5348837209302325, 'f1-score': 0.5542168674698795, 'support': 43.0}, 'Fetal spine': {'precision': 0.7272727272727273, 'recall': 0.5714285714285714, 'f1-score': 0.64, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8622448979591837, 'macro avg': {'precision': 0.8240006732683857, 'recall': 0.8068769879057374, 'f1-score': 0.8126794065724778, 'support': 392.0}, 'weighted avg': {'precision': 0.8564711090359414, 'recall': 0.8622448979591837, 'f1-score': 0.8575311327429362, 'support': 392.0}} | {'Placenta': 0.6060606060606061, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.9473684210526315, 'Fetal abdomen': 0.9298245614035088, 'Other': 0.5348837209302325, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9832869080779945, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.9761194029850746, 'Other': 0.9512893982808023, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593} |
| 0.3036 | 15.0 | 1290 | 1.9019 | 0.8495 | 0.8328 | 0.7865 | 0.8008 | [[17, 2, 2, 2, 0, 0, 10, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 0, 0, 22, 0, 0, 3, 0, 0], [1, 0, 0, 0, 32, 0, 4, 0, 1], [0, 0, 0, 0, 2, 52, 3, 0, 0], [6, 4, 2, 4, 3, 2, 22, 0, 0], [1, 0, 1, 1, 0, 0, 3, 8, 0], [0, 0, 0, 0, 1, 0, 1, 0, 11]] | {'Placenta': {'precision': 0.68, 'recall': 0.5151515151515151, 'f1-score': 0.5862068965517241, 'support': 33.0}, 'Fetal brain': {'precision': 0.953125, 'recall': 1.0, 'f1-score': 0.976, 'support': 122.0}, 'Fetal femur': {'precision': 0.9038461538461539, 'recall': 1.0, 'f1-score': 0.9494949494949495, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.7586206896551724, 'recall': 0.88, 'f1-score': 0.8148148148148148, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8421052631578947, 'recall': 0.8421052631578947, 'f1-score': 0.8421052631578947, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9629629629629629, 'recall': 0.9122807017543859, 'f1-score': 0.9369369369369369, 'support': 57.0}, 'Other': {'precision': 0.4782608695652174, 'recall': 0.5116279069767442, 'f1-score': 0.4943820224719101, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.5714285714285714, 'f1-score': 0.7272727272727273, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9166666666666666, 'recall': 0.8461538461538461, 'f1-score': 0.88, 'support': 13.0}, 'accuracy': 0.8494897959183674, 'macro avg': {'precision': 0.8328430673171188, 'recall': 0.7865275338469953, 'f1-score': 0.8008015123001063, 'support': 392.0}, 'weighted avg': {'precision': 0.8508630342321644, 'recall': 0.8494897959183674, 'f1-score': 0.8461712018784582, 'support': 392.0}} | {'Placenta': 0.5151515151515151, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.88, 'Fetal thorax': 0.8421052631578947, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5116279069767442, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.8461538461538461} | {'Placenta': 0.9777158774373259, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.9809264305177112, 'Fetal thorax': 0.9830508474576272, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9312320916905444, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593} |
| 0.0002 | 16.0 | 1376 | 1.9671 | 0.8776 | 0.8650 | 0.8062 | 0.8184 | [[24, 0, 0, 1, 0, 2, 6, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 1, 0, 0], [1, 1, 1, 20, 0, 0, 2, 0, 0], [2, 0, 0, 0, 34, 0, 1, 0, 1], [1, 0, 0, 0, 1, 54, 1, 0, 0], [4, 2, 1, 3, 3, 3, 27, 0, 0], [0, 0, 3, 0, 0, 0, 6, 5, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.75, 'recall': 0.7272727272727273, 'f1-score': 0.7384615384615385, 'support': 33.0}, 'Fetal brain': {'precision': 0.976, 'recall': 1.0, 'f1-score': 0.9878542510121457, 'support': 122.0}, 'Fetal femur': {'precision': 0.9019607843137255, 'recall': 0.9787234042553191, 'f1-score': 0.9387755102040817, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.8, 'f1-score': 0.8163265306122449, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8717948717948718, 'recall': 0.8947368421052632, 'f1-score': 0.8831168831168831, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9152542372881356, 'recall': 0.9473684210526315, 'f1-score': 0.9310344827586207, 'support': 57.0}, 'Other': {'precision': 0.6136363636363636, 'recall': 0.627906976744186, 'f1-score': 0.6206896551724138, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.35714285714285715, 'f1-score': 0.5263157894736842, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8775510204081632, 'macro avg': {'precision': 0.8650062792714838, 'recall': 0.8062475724055453, 'f1-score': 0.8184057293209483, 'support': 392.0}, 'weighted avg': {'precision': 0.879417220627732, 'recall': 0.8775510204081632, 'f1-score': 0.872713124842701, 'support': 392.0}} | {'Placenta': 0.7272727272727273, 'Fetal brain': 1.0, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9473684210526315, 'Other': 0.627906976744186, 'Fetal spine': 0.35714285714285715, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9777158774373259, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.9850746268656716, 'Other': 0.9512893982808023, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593} |
| 0.0004 | 17.0 | 1462 | 2.2505 | 0.875 | 0.8360 | 0.8222 | 0.8263 | [[26, 2, 0, 0, 0, 0, 5, 0, 0], [0, 120, 0, 1, 0, 0, 0, 1, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [1, 1, 1, 21, 0, 0, 1, 0, 0], [1, 0, 0, 0, 34, 0, 1, 1, 1], [0, 0, 1, 0, 2, 52, 1, 1, 0], [7, 3, 1, 3, 3, 2, 24, 0, 0], [0, 0, 2, 0, 0, 0, 5, 7, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.7428571428571429, 'recall': 0.7878787878787878, 'f1-score': 0.7647058823529411, 'support': 33.0}, 'Fetal brain': {'precision': 0.9523809523809523, 'recall': 0.9836065573770492, 'f1-score': 0.967741935483871, 'support': 122.0}, 'Fetal femur': {'precision': 0.9038461538461539, 'recall': 1.0, 'f1-score': 0.9494949494949495, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.84, 'recall': 0.84, 'f1-score': 0.84, 'support': 25.0}, 'Fetal thorax': {'precision': 0.85, 'recall': 0.8947368421052632, 'f1-score': 0.8717948717948718, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9629629629629629, 'recall': 0.9122807017543859, 'f1-score': 0.9369369369369369, 'support': 57.0}, 'Other': {'precision': 0.6486486486486487, 'recall': 0.5581395348837209, 'f1-score': 0.6, 'support': 43.0}, 'Fetal spine': {'precision': 0.7, 'recall': 0.5, 'f1-score': 0.5833333333333334, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.875, 'macro avg': {'precision': 0.8359747537525316, 'recall': 0.8221910385640145, 'f1-score': 0.8263427591637585, 'support': 392.0}, 'weighted avg': {'precision': 0.8700671222354895, 'recall': 0.875, 'f1-score': 0.8709855869214774, 'support': 392.0}} | {'Placenta': 0.7878787878787878, 'Fetal brain': 0.9836065573770492, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5581395348837209, 'Fetal spine': 0.5, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9749303621169917, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9830508474576272, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9627507163323782, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593} |
| 0.0005 | 18.0 | 1548 | 2.1884 | 0.8673 | 0.8317 | 0.8135 | 0.8206 | [[24, 1, 1, 0, 0, 0, 6, 1, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 45, 0, 0, 1, 0, 1, 0], [2, 1, 0, 20, 0, 1, 1, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [3, 0, 0, 0, 1, 52, 1, 0, 0], [5, 4, 2, 3, 2, 3, 23, 1, 0], [1, 0, 2, 0, 0, 0, 3, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.6666666666666666, 'recall': 0.7272727272727273, 'f1-score': 0.6956521739130435, 'support': 33.0}, 'Fetal brain': {'precision': 0.953125, 'recall': 1.0, 'f1-score': 0.976, 'support': 122.0}, 'Fetal femur': {'precision': 0.9, 'recall': 0.9574468085106383, 'f1-score': 0.9278350515463918, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9122807017543859, 'recall': 0.9122807017543859, 'f1-score': 0.9122807017543859, 'support': 57.0}, 'Other': {'precision': 0.6388888888888888, 'recall': 0.5348837209302325, 'f1-score': 0.5822784810126582, 'support': 43.0}, 'Fetal spine': {'precision': 0.7272727272727273, 'recall': 0.5714285714285714, 'f1-score': 0.64, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8673469387755102, 'macro avg': {'precision': 0.8317347741284622, 'recall': 0.8134584772309713, 'f1-score': 0.8205770563046665, 'support': 392.0}, 'weighted avg': {'precision': 0.8621796449969974, 'recall': 0.8673469387755102, 'f1-score': 0.8634389723946136, 'support': 392.0}} | {'Placenta': 0.7272727272727273, 'Fetal brain': 1.0, 'Fetal femur': 0.9574468085106383, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5348837209302325, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9665738161559888, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9855072463768116, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9850746268656716, 'Other': 0.9627507163323782, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593} |
| 0.0013 | 19.0 | 1634 | 2.3543 | 0.8393 | 0.7894 | 0.7703 | 0.7751 | [[21, 0, 3, 0, 1, 0, 8, 0, 0], [0, 121, 0, 0, 1, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [1, 1, 1, 18, 0, 0, 3, 1, 0], [1, 0, 0, 0, 34, 0, 1, 1, 1], [2, 0, 1, 0, 3, 51, 0, 0, 0], [6, 5, 3, 2, 3, 2, 20, 2, 0], [1, 1, 4, 0, 1, 0, 1, 6, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.65625, 'recall': 0.6363636363636364, 'f1-score': 0.6461538461538462, 'support': 33.0}, 'Fetal brain': {'precision': 0.9453125, 'recall': 0.9918032786885246, 'f1-score': 0.968, 'support': 122.0}, 'Fetal femur': {'precision': 0.7931034482758621, 'recall': 0.9787234042553191, 'f1-score': 0.8761904761904762, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.9, 'recall': 0.72, 'f1-score': 0.8, 'support': 25.0}, 'Fetal thorax': {'precision': 0.7727272727272727, 'recall': 0.8947368421052632, 'f1-score': 0.8292682926829268, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9622641509433962, 'recall': 0.8947368421052632, 'f1-score': 0.9272727272727272, 'support': 57.0}, 'Other': {'precision': 0.6060606060606061, 'recall': 0.46511627906976744, 'f1-score': 0.5263157894736842, 'support': 43.0}, 'Fetal spine': {'precision': 0.5454545454545454, 'recall': 0.42857142857142855, 'f1-score': 0.48, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8392857142857143, 'macro avg': {'precision': 0.7893610496154007, 'recall': 0.7703476260262362, 'f1-score': 0.7751420060945092, 'support': 392.0}, 'weighted avg': {'precision': 0.8333415809524112, 'recall': 0.8392857142857143, 'f1-score': 0.8324447674180979, 'support': 392.0}} | {'Placenta': 0.6363636363636364, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.72, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.46511627906976744, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9693593314763231, 'Fetal brain': 0.9740740740740741, 'Fetal femur': 0.9652173913043478, 'Maternal Cervix': 0.9945504087193461, 'Fetal thorax': 0.9717514124293786, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9627507163323782, 'Fetal spine': 0.9867724867724867, 'Fetal heart rate': 0.9973614775725593} |
| 0.0021 | 20.0 | 1720 | 2.5787 | 0.8571 | 0.8660 | 0.7852 | 0.8065 | [[20, 0, 2, 0, 0, 0, 11, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 17, 0, 0, 6, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [0, 0, 1, 0, 1, 49, 6, 0, 0], [3, 3, 2, 2, 2, 2, 29, 0, 0], [0, 0, 5, 0, 0, 0, 3, 6, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.8333333333333334, 'recall': 0.6060606060606061, 'f1-score': 0.7017543859649122, 'support': 33.0}, 'Fetal brain': {'precision': 0.9682539682539683, 'recall': 1.0, 'f1-score': 0.9838709677419355, 'support': 122.0}, 'Fetal femur': {'precision': 0.8103448275862069, 'recall': 1.0, 'f1-score': 0.8952380952380953, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8947368421052632, 'recall': 0.68, 'f1-score': 0.7727272727272727, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9607843137254902, 'recall': 0.8596491228070176, 'f1-score': 0.9074074074074074, 'support': 57.0}, 'Other': {'precision': 0.5087719298245614, 'recall': 0.6744186046511628, 'f1-score': 0.58, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.42857142857142855, 'f1-score': 0.6, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8571428571428571, 'macro avg': {'precision': 0.8660043311123344, 'recall': 0.7851681696969335, 'f1-score': 0.8065346549179789, 'support': 392.0}, 'weighted avg': {'precision': 0.8742946707677972, 'recall': 0.8571428571428571, 'f1-score': 0.8562417023417163, 'support': 392.0}} | {'Placenta': 0.6060606060606061, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.68, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8596491228070176, 'Other': 0.6744186046511628, 'Fetal spine': 0.42857142857142855, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9888579387186629, 'Fetal brain': 0.9851851851851852, 'Fetal femur': 0.9681159420289855, 'Maternal Cervix': 0.9945504087193461, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9197707736389685, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593} |
| 0.0122 | 21.0 | 1806 | 2.1661 | 0.8699 | 0.8394 | 0.8268 | 0.8310 | [[22, 1, 2, 0, 2, 0, 6, 0, 0], [0, 120, 0, 0, 1, 0, 0, 1, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 21, 0, 0, 2, 0, 0], [1, 0, 0, 0, 35, 0, 1, 0, 1], [1, 0, 0, 0, 2, 49, 3, 2, 0], [5, 3, 2, 3, 2, 2, 26, 0, 0], [0, 1, 2, 0, 0, 0, 2, 9, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.7586206896551724, 'recall': 0.6666666666666666, 'f1-score': 0.7096774193548387, 'support': 33.0}, 'Fetal brain': {'precision': 0.9523809523809523, 'recall': 0.9836065573770492, 'f1-score': 0.967741935483871, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.875, 'recall': 0.84, 'f1-score': 0.8571428571428571, 'support': 25.0}, 'Fetal thorax': {'precision': 0.813953488372093, 'recall': 0.9210526315789473, 'f1-score': 0.8641975308641975, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9607843137254902, 'recall': 0.8596491228070176, 'f1-score': 0.9074074074074074, 'support': 57.0}, 'Other': {'precision': 0.65, 'recall': 0.6046511627906976, 'f1-score': 0.6265060240963856, 'support': 43.0}, 'Fetal spine': {'precision': 0.75, 'recall': 0.6428571428571429, 'f1-score': 0.6923076923076923, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8698979591836735, 'macro avg': {'precision': 0.8393540819534446, 'recall': 0.8268400230171605, 'f1-score': 0.8309723176712337, 'support': 392.0}, 'weighted avg': {'precision': 0.8677354714209101, 'recall': 0.8698979591836735, 'f1-score': 0.8669612545338089, 'support': 392.0}} | {'Placenta': 0.6666666666666666, 'Fetal brain': 0.9836065573770492, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.9210526315789473, 'Fetal abdomen': 0.8596491228070176, 'Other': 0.6046511627906976, 'Fetal spine': 0.6428571428571429, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9805013927576601, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9774011299435028, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9598853868194842, 'Fetal spine': 0.9920634920634921, 'Fetal heart rate': 0.9973614775725593} |
| 0.0001 | 22.0 | 1892 | 2.2185 | 0.8801 | 0.8718 | 0.8293 | 0.8428 | [[23, 1, 3, 1, 0, 1, 4, 0, 0], [0, 121, 0, 0, 0, 0, 1, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 21, 0, 0, 2, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [1, 0, 1, 0, 1, 51, 3, 0, 0], [4, 3, 1, 3, 2, 2, 28, 0, 0], [0, 0, 3, 0, 0, 0, 3, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.7931034482758621, 'recall': 0.696969696969697, 'f1-score': 0.7419354838709677, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.8392857142857143, 'recall': 1.0, 'f1-score': 0.912621359223301, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.84, 'recall': 0.84, 'f1-score': 0.84, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9444444444444444, 'recall': 0.8947368421052632, 'f1-score': 0.918918918918919, 'support': 57.0}, 'Other': {'precision': 0.6511627906976745, 'recall': 0.6511627906976745, 'f1-score': 0.6511627906976745, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.5714285714285714, 'f1-score': 0.7272727272727273, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8801020408163265, 'macro avg': {'precision': 0.8717919581337047, 'recall': 0.8293238827857685, 'f1-score': 0.8428368329754088, 'support': 392.0}, 'weighted avg': {'precision': 0.8816604741239681, 'recall': 0.8801020408163265, 'f1-score': 0.877514434969918, 'support': 392.0}} | {'Placenta': 0.696969696969697, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.6511627906976745, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9832869080779945, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9739130434782609, 'Maternal Cervix': 0.989100817438692, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.991044776119403, 'Other': 0.9570200573065902, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593} |
| 0.0140 | 23.0 | 1978 | 2.5087 | 0.8546 | 0.8519 | 0.7866 | 0.8060 | [[17, 0, 2, 0, 0, 0, 14, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [0, 1, 1, 15, 0, 0, 8, 0, 0], [1, 0, 0, 0, 34, 0, 2, 0, 1], [0, 0, 1, 0, 2, 50, 4, 0, 0], [2, 2, 1, 3, 2, 2, 30, 1, 0], [0, 2, 3, 0, 0, 0, 1, 8, 0], [0, 0, 0, 0, 0, 0, 1, 0, 12]] | {'Placenta': {'precision': 0.85, 'recall': 0.5151515151515151, 'f1-score': 0.6415094339622641, 'support': 33.0}, 'Fetal brain': {'precision': 0.9606299212598425, 'recall': 1.0, 'f1-score': 0.9799196787148594, 'support': 122.0}, 'Fetal femur': {'precision': 0.8545454545454545, 'recall': 1.0, 'f1-score': 0.9215686274509803, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8333333333333334, 'recall': 0.6, 'f1-score': 0.6976744186046512, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9615384615384616, 'recall': 0.8771929824561403, 'f1-score': 0.9174311926605505, 'support': 57.0}, 'Other': {'precision': 0.5, 'recall': 0.6976744186046512, 'f1-score': 0.5825242718446602, 'support': 43.0}, 'Fetal spine': {'precision': 0.8888888888888888, 'recall': 0.5714285714285714, 'f1-score': 0.6956521739130435, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8545918367346939, 'macro avg': {'precision': 0.8518610916386853, 'recall': 0.7865845836470071, 'f1-score': 0.8060103958147995, 'support': 392.0}, 'weighted avg': {'precision': 0.8698876450071613, 'recall': 0.8545918367346939, 'f1-score': 0.8534613525128425, 'support': 392.0}} | {'Placenta': 0.5151515151515151, 'Fetal brain': 1.0, 'Fetal femur': 1.0, 'Maternal Cervix': 0.6, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.6976744186046512, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9916434540389972, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9768115942028985, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9887005649717514, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9140401146131805, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593} |
| 0.0015 | 24.0 | 2064 | 2.0055 | 0.8724 | 0.8615 | 0.8271 | 0.8406 | [[24, 1, 0, 0, 0, 0, 8, 0, 0], [0, 121, 0, 0, 0, 0, 1, 0, 0], [0, 0, 46, 0, 0, 0, 1, 0, 0], [2, 0, 0, 18, 1, 0, 4, 0, 0], [1, 0, 0, 0, 34, 1, 1, 0, 1], [2, 0, 0, 0, 1, 52, 2, 0, 0], [7, 3, 1, 3, 2, 2, 25, 0, 0], [1, 1, 0, 0, 0, 0, 2, 10, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.6486486486486487, 'recall': 0.7272727272727273, 'f1-score': 0.6857142857142857, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.9787234042553191, 'recall': 0.9787234042553191, 'f1-score': 0.9787234042553191, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8571428571428571, 'recall': 0.72, 'f1-score': 0.782608695652174, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8717948717948718, 'recall': 0.8947368421052632, 'f1-score': 0.8831168831168831, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9454545454545454, 'recall': 0.9122807017543859, 'f1-score': 0.9285714285714286, 'support': 57.0}, 'Other': {'precision': 0.5681818181818182, 'recall': 0.5813953488372093, 'f1-score': 0.5747126436781609, 'support': 43.0}, 'Fetal spine': {'precision': 1.0, 'recall': 0.7142857142857143, 'f1-score': 0.8333333333333334, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8724489795918368, 'macro avg': {'precision': 0.8614822809858271, 'recall': 0.8270638822528963, 'f1-score': 0.8406293387790458, 'support': 392.0}, 'weighted avg': {'precision': 0.8761317331470393, 'recall': 0.8724489795918368, 'f1-score': 0.8727257633890065, 'support': 392.0}} | {'Placenta': 0.7272727272727273, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.72, 'Fetal thorax': 0.8947368421052632, 'Fetal abdomen': 0.9122807017543859, 'Other': 0.5813953488372093, 'Fetal spine': 0.7142857142857143, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9637883008356546, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9971014492753624, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9858757062146892, 'Fetal abdomen': 0.991044776119403, 'Other': 0.9455587392550143, 'Fetal spine': 1.0, 'Fetal heart rate': 0.9973614775725593} |
| 0.0370 | 25.0 | 2150 | 2.5617 | 0.8699 | 0.8485 | 0.8189 | 0.8291 | [[19, 0, 2, 0, 0, 2, 10, 0, 0], [0, 122, 0, 0, 0, 0, 0, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [0, 1, 1, 20, 0, 0, 3, 0, 0], [1, 0, 0, 0, 35, 0, 1, 0, 1], [2, 0, 1, 0, 3, 50, 1, 0, 0], [4, 2, 2, 3, 2, 2, 28, 0, 0], [0, 0, 4, 0, 0, 0, 1, 9, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.7307692307692307, 'recall': 0.5757575757575758, 'f1-score': 0.6440677966101694, 'support': 33.0}, 'Fetal brain': {'precision': 0.976, 'recall': 1.0, 'f1-score': 0.9878542510121457, 'support': 122.0}, 'Fetal femur': {'precision': 0.8214285714285714, 'recall': 0.9787234042553191, 'f1-score': 0.8932038834951457, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8536585365853658, 'recall': 0.9210526315789473, 'f1-score': 0.8860759493670886, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9259259259259259, 'recall': 0.8771929824561403, 'f1-score': 0.9009009009009009, 'support': 57.0}, 'Other': {'precision': 0.6363636363636364, 'recall': 0.6511627906976745, 'f1-score': 0.6436781609195402, 'support': 43.0}, 'Fetal spine': {'precision': 0.9, 'recall': 0.6428571428571429, 'f1-score': 0.75, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8698979591836735, 'macro avg': {'precision': 0.848532004615662, 'recall': 0.818869272297747, 'f1-score': 0.8291323554128053, 'support': 392.0}, 'weighted avg': {'precision': 0.8691686133647146, 'recall': 0.8698979591836735, 'f1-score': 0.8668029849899579, 'support': 392.0}} | {'Placenta': 0.5757575757575758, 'Fetal brain': 1.0, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.9210526315789473, 'Fetal abdomen': 0.8771929824561403, 'Other': 0.6511627906976745, 'Fetal spine': 0.6428571428571429, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9805013927576601, 'Fetal brain': 0.9888888888888889, 'Fetal femur': 0.9710144927536232, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.9830508474576272, 'Fetal abdomen': 0.9880597014925373, 'Other': 0.9541547277936963, 'Fetal spine': 0.9973544973544973, 'Fetal heart rate': 0.9973614775725593} |
| 0.0155 | 26.0 | 2236 | 2.1493 | 0.8724 | 0.8479 | 0.8378 | 0.8406 | [[18, 2, 2, 0, 0, 0, 10, 1, 0], [0, 121, 0, 0, 0, 0, 1, 0, 0], [0, 0, 46, 0, 0, 0, 0, 1, 0], [0, 2, 1, 20, 0, 0, 2, 0, 0], [1, 0, 0, 0, 35, 0, 1, 0, 1], [2, 0, 0, 0, 3, 51, 1, 0, 0], [4, 2, 2, 3, 3, 2, 27, 0, 0], [0, 0, 1, 0, 0, 0, 1, 12, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.72, 'recall': 0.5454545454545454, 'f1-score': 0.6206896551724138, 'support': 33.0}, 'Fetal brain': {'precision': 0.952755905511811, 'recall': 0.9918032786885246, 'f1-score': 0.9718875502008032, 'support': 122.0}, 'Fetal femur': {'precision': 0.8846153846153846, 'recall': 0.9787234042553191, 'f1-score': 0.9292929292929293, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.8695652173913043, 'recall': 0.8, 'f1-score': 0.8333333333333334, 'support': 25.0}, 'Fetal thorax': {'precision': 0.8333333333333334, 'recall': 0.9210526315789473, 'f1-score': 0.875, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.9622641509433962, 'recall': 0.8947368421052632, 'f1-score': 0.9272727272727272, 'support': 57.0}, 'Other': {'precision': 0.627906976744186, 'recall': 0.627906976744186, 'f1-score': 0.627906976744186, 'support': 43.0}, 'Fetal spine': {'precision': 0.8571428571428571, 'recall': 0.8571428571428571, 'f1-score': 0.8571428571428571, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8724489795918368, 'macro avg': {'precision': 0.8478511943065773, 'recall': 0.8377663843385074, 'f1-score': 0.8406225502484637, 'support': 392.0}, 'weighted avg': {'precision': 0.8694591766698645, 'recall': 0.8724489795918368, 'f1-score': 0.8690502199230461, 'support': 392.0}} | {'Placenta': 0.5454545454545454, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 0.9787234042553191, 'Maternal Cervix': 0.8, 'Fetal thorax': 0.9210526315789473, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.627906976744186, 'Fetal spine': 0.8571428571428571, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9805013927576601, 'Fetal brain': 0.9777777777777777, 'Fetal femur': 0.9826086956521739, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.980225988700565, 'Fetal abdomen': 0.9940298507462687, 'Other': 0.9541547277936963, 'Fetal spine': 0.9947089947089947, 'Fetal heart rate': 0.9973614775725593} |
| 0.0030 | 27.0 | 2322 | 2.3863 | 0.8648 | 0.8231 | 0.8158 | 0.8157 | [[26, 1, 1, 0, 0, 0, 4, 1, 0], [0, 121, 0, 0, 1, 0, 0, 0, 0], [0, 0, 47, 0, 0, 0, 0, 0, 0], [1, 1, 1, 21, 0, 0, 1, 0, 0], [1, 0, 0, 0, 33, 2, 0, 1, 1], [1, 0, 0, 0, 2, 51, 2, 1, 0], [8, 3, 1, 3, 3, 4, 20, 1, 0], [0, 0, 4, 0, 0, 0, 2, 8, 0], [0, 0, 0, 0, 1, 0, 0, 0, 12]] | {'Placenta': {'precision': 0.7027027027027027, 'recall': 0.7878787878787878, 'f1-score': 0.7428571428571429, 'support': 33.0}, 'Fetal brain': {'precision': 0.9603174603174603, 'recall': 0.9918032786885246, 'f1-score': 0.9758064516129032, 'support': 122.0}, 'Fetal femur': {'precision': 0.8703703703703703, 'recall': 1.0, 'f1-score': 0.9306930693069307, 'support': 47.0}, 'Maternal Cervix': {'precision': 0.875, 'recall': 0.84, 'f1-score': 0.8571428571428571, 'support': 25.0}, 'Fetal thorax': {'precision': 0.825, 'recall': 0.868421052631579, 'f1-score': 0.8461538461538461, 'support': 38.0}, 'Fetal abdomen': {'precision': 0.8947368421052632, 'recall': 0.8947368421052632, 'f1-score': 0.8947368421052632, 'support': 57.0}, 'Other': {'precision': 0.6896551724137931, 'recall': 0.46511627906976744, 'f1-score': 0.5555555555555556, 'support': 43.0}, 'Fetal spine': {'precision': 0.6666666666666666, 'recall': 0.5714285714285714, 'f1-score': 0.6153846153846154, 'support': 14.0}, 'Fetal heart rate': {'precision': 0.9230769230769231, 'recall': 0.9230769230769231, 'f1-score': 0.9230769230769231, 'support': 13.0}, 'accuracy': 0.8647959183673469, 'macro avg': {'precision': 0.8230584597392422, 'recall': 0.8158290816532685, 'f1-score': 0.8157119225773375, 'support': 392.0}, 'weighted avg': {'precision': 0.8583388584246254, 'recall': 0.8647959183673469, 'f1-score': 0.8581426993754508, 'support': 392.0}} | {'Placenta': 0.7878787878787878, 'Fetal brain': 0.9918032786885246, 'Fetal femur': 1.0, 'Maternal Cervix': 0.84, 'Fetal thorax': 0.868421052631579, 'Fetal abdomen': 0.8947368421052632, 'Other': 0.46511627906976744, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 0.9230769230769231} | {'Placenta': 0.9693593314763231, 'Fetal brain': 0.9814814814814815, 'Fetal femur': 0.9797101449275363, 'Maternal Cervix': 0.9918256130790191, 'Fetal thorax': 0.980225988700565, 'Fetal abdomen': 0.982089552238806, 'Other': 0.9742120343839542, 'Fetal spine': 0.9894179894179894, 'Fetal heart rate': 0.9973614775725593} |
model.safetensors 348 MBtraining_args.bin 5.3 kBmicrosoft/swin-base-patch4-window7-224