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Beijuka/ultrasound_plane_classification-swin-all-planes-class-weight-v1

sourceHugging Faceapache-2.0updated 5mo agoView on Hugging Face
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ultrasoundplaneclassification-swin-all-planes-class-weight-v1

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:

  • —Loss: 2.0321
  • —Accuracy: 0.8776
  • —Precision Macro: 0.8643
  • —Recall Macro: 0.8290
  • —F1 Macro: 0.8412
  • —Confusion Matrix: [[9, 0, 1, 0, 0, 1, 5, 0, 0], [0, 61, 0, 0, 0, 0, 0, 0, 0], [1, 0, 23, 0, 0, 0, 0, 0, 0], [0, 0, 0, 12, 0, 0, 0, 0, 0], [0, 0, 0, 0, 14, 4, 1, 0, 0], [0, 0, 1, 0, 0, 28, 0, 0, 0], [4, 1, 0, 0, 0, 1, 14, 1, 0], [0, 0, 0, 0, 0, 0, 3, 4, 0], [0, 0, 0, 0, 0, 0, 0, 0, 7]]
  • —Classification Report: {'Placenta': {'precision': 0.6428571428571429, 'recall': 0.5625, 'f1-score': 0.6, 'support': 16.0}, 'Fetal brain': {'precision': 0.9838709677419355, 'recall': 1.0, 'f1-score': 0.991869918699187, 'support': 61.0}, 'Fetal femur': {'precision': 0.92, 'recall': 0.9583333333333334, 'f1-score': 0.9387755102040817, 'support': 24.0}, 'Maternal Cervix': {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0, 'support': 12.0}, 'Fetal thorax': {'precision': 1.0, 'recall': 0.7368421052631579, 'f1-score': 0.8484848484848485, 'support': 19.0}, 'Fetal abdomen': {'precision': 0.8235294117647058, 'recall': 0.9655172413793104, 'f1-score': 0.8888888888888888, 'support': 29.0}, 'Other': {'precision': 0.6086956521739131, 'recall': 0.6666666666666666, 'f1-score': 0.6363636363636364, 'support': 21.0}, 'Fetal spine': {'precision': 0.8, 'recall': 0.5714285714285714, 'f1-score': 0.6666666666666666, 'support': 7.0}, 'Fetal heart rate': {'precision': 1.0, 'recall': 1.0, 'f1-score': 1.0, 'support': 7.0}, 'accuracy': 0.8775510204081632, 'macro avg': {'precision': 0.8643281305041887, 'recall': 0.8290319908967823, 'f1-score': 0.8412277188119233, 'support': 196.0}, 'weighted avg': {'precision': 0.8808510456877601, 'recall': 0.8775510204081632, 'f1-score': 0.8753263786471494, 'support': 196.0}}
  • —Sensitivity Per Class: {'Placenta': 0.5625, 'Fetal brain': 1.0, 'Fetal femur': 0.9583333333333334, 'Maternal Cervix': 1.0, 'Fetal thorax': 0.7368421052631579, 'Fetal abdomen': 0.9655172413793104, 'Other': 0.6666666666666666, 'Fetal spine': 0.5714285714285714, 'Fetal heart rate': 1.0}
  • —Specificity Per Class: {'Placenta': 0.9722222222222222, 'Fetal brain': 0.9925925925925926, 'Fetal femur': 0.9883720930232558, 'Maternal Cervix': 1.0, 'Fetal thorax': 1.0, 'Fetal abdomen': 0.9640718562874252, 'Other': 0.9485714285714286, 'Fetal spine': 0.9947089947089947, 'Fetal heart rate': 1.0}

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • —learning_rate: 5e-05
  • —trainbatchsize: 4
  • —evalbatchsize: 16
  • —seed: 42
  • —gradientaccumulationsteps: 4
  • —totaltrainbatch_size: 16
  • —optimizer: Use OptimizerNames.ADAMWTORCHFUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • —lrschedulertype: cosine
  • —lrschedulerwarmup_steps: 0.1
  • —num_epochs: 50

Training results

Training LossEpochStepValidation LossAccuracyPrecision MacroRecall MacroF1 MacroConfusion MatrixClassification ReportSensitivity Per ClassSpecificity Per Class
7.96461.0861.92700.40050.39520.30870.2835[[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}
3.68982.01720.95220.76280.70530.69480.6746[[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}
2.75333.02580.94070.82400.82750.74500.7172[[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}
2.23434.03440.73750.83160.80700.78920.7760[[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}
1.61225.04300.80100.84950.81830.79150.7867[[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}
2.82826.05160.90500.84180.81530.78500.7923[[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}
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0.003027.023222.38630.86480.82310.81580.8157[[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}

Framework versions

  • —Transformers 5.0.0
  • —Pytorch 2.10.0+cu128
  • —Datasets 4.0.0
  • —Tokenizers 0.22.2