# Fetal

Source: [Fetal](<https://www.sota2.com/research/dataset/fetal>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [Fetal Head Segmentation on FetalPlanes (OOD)](<https://www.sota2.com/research/sota/fetal-head-segmentation-on-fetalplanes-ood.md>): Fetal Head Segmentation; FetalPlanes (OOD).

- [Tabular Classification on Fetal Health](<https://www.sota2.com/research/sota/tabular-classification-on-fetal-health.md>): Tabular Classification; Fetal Health.

- [Segmentation on Fetal Head Segmentation Dataset (val)](<https://www.sota2.com/research/sota/segmentation-on-fetal-head-segmentation-dataset-val.md>): Segmentation; Fetal Head Segmentation Dataset (val).

- [Quality Control on Fetal brain MRI SRR (Leave-one-site-out)](<https://www.sota2.com/research/sota/quality-control-on-fetal-brain-mri-srr-leave-one-site-out.md>): Quality Control; Fetal brain MRI SRR Leave-one-site-out (out-of-domain).

- [Classification on Fetal Health](<https://www.sota2.com/research/sota/classification-on-fetal-health.md>): Classification; Fetal Health.

- [Medical Report Generation on Fetal Ultrasound Report Dataset](<https://www.sota2.com/research/sota/medical-report-generation-on-fetal-ultrasound-report-dataset.md>): Medical Report Generation; Fetal Ultrasound Report Dataset.

- [Instance Segmentation on Fetal Brain Ultrasound (test)](<https://www.sota2.com/research/sota/instance-segmentation-on-fetal-brain-ultrasound-test.md>): Instance Segmentation; Fetal Brain Ultrasound (test).

- [Rigid motion tracking on Fetal MRI time series (test)](<https://www.sota2.com/research/sota/rigid-motion-tracking-on-fetal-mri-time-series-test.md>): Rigid motion tracking; Fetal MRI time series (test).

- [Fetal Brain Tissue Segmentation on FeTA 2021 (test)](<https://www.sota2.com/research/sota/fetal-brain-tissue-segmentation-on-feta-2021-test.md>): Fetal Brain Tissue Segmentation; Fetal Brain Tissue Annotation and Segmentation Challenge (FeTA) 2021 (test).

- [Memorization and Privacy Analysis on Fetal Health](<https://www.sota2.com/research/sota/memorization-and-privacy-analysis-on-fetal-health.md>): Memorization and Privacy Analysis; Fetal Health.

- [Synthetic Tabular Data Generation on Fetal Health](<https://www.sota2.com/research/sota/synthetic-tabular-data-generation-on-fetal-health.md>): Synthetic Tabular Data Generation; Fetal Health.

- [Cell type classification on human fetal cell atlas 25% low-biased MNAR (test)](<https://www.sota2.com/research/sota/cell-type-classification-on-human-fetal-cell-atlas-25-percent-low-biased-mnar-test.md>): Cell type classification; human fetal cell atlas 25% low-biased MNAR (test).

- [Cell type classification on human fetal cell atlas 50% MCAR](<https://www.sota2.com/research/sota/cell-type-classification-on-human-fetal-cell-atlas-50-percent-mcar.md>): Cell type classification; human fetal cell atlas 50% MCAR.

- [Quality Control on Fetal brain MRI SRR (Leave-one-SRR-out, out-of-domain)](<https://www.sota2.com/research/sota/quality-control-on-fetal-brain-mri-srr-leave-one-srr-out-out-of-domain.md>): Quality Control; Fetal brain MRI SRR Leave-one-SRR-out (out-of-domain).

- [Clustering on FETAL-ATLAS](<https://www.sota2.com/research/sota/clustering-on-fetal-atlas.md>): Clustering; FETAL-ATLAS.

- [Tabular Data Synthesis on Fetal](<https://www.sota2.com/research/sota/tabular-data-synthesis-on-fetal.md>): Tabular Data Synthesis; Fetal.

- [Fetal Ventricle Boundary Geometry and Clinical Measurement Estimation on Fetal Lateral Ventricle (test)](<https://www.sota2.com/research/sota/fetal-ventricle-boundary-geometry-and-clinical-measurement-estimation-on-fetal-lateral-ventricle-test.md>): Fetal Ventricle Boundary Geometry and Clinical Measurement Estimation; Fetal Lateral Ventricle (test).

- [Fetal Lateral Ventricle Segmentation and Atrial Width Estimation on Prenatal Ultrasound Fetal Lateral Ventricle](<https://www.sota2.com/research/sota/fetal-lateral-ventricle-segmentation-and-atrial-width-estimation-on-prenatal-ultrasound-fetal-lateral-ventricle.md>): Fetal Lateral Ventricle Segmentation and Atrial Width Estimation; Prenatal Ultrasound Fetal Lateral Ventricle.

- [Landmark Localisation on Fetal pose (test)](<https://www.sota2.com/research/sota/landmark-localisation-on-fetal-pose-test.md>): Landmark Localisation; Fetal pose (test).

- [Fetal head standard plane localization on TCP (Trans-Cerebellar Plane) fetal head scans (test)](<https://www.sota2.com/research/sota/fetal-head-standard-plane-localization-on-tcp-trans-cerebellar-plane-fetal-head-scans-test.md>): Fetal head standard plane localization; TCP (Trans-Cerebellar Plane) fetal head scans (test).

- [Fetal head standard plane localization on TVP (Trans-Ventricular Plane) fetal head scans (test)](<https://www.sota2.com/research/sota/fetal-head-standard-plane-localization-on-tvp-trans-ventricular-plane-fetal-head-scans-test.md>): Fetal head standard plane localization; TVP (Trans-Ventricular Plane) fetal head scans (test).

- [3D Fetal Brain Pose Prediction on Fetal Brain Ultrasound (test)](<https://www.sota2.com/research/sota/3d-fetal-brain-pose-prediction-on-fetal-brain-ultrasound-test.md>): 3D Fetal Brain Pose Prediction; Fetal Brain Ultrasound (test).

- [Fetal Head Segmentation Uncertainty Calibration on FetalPlanes (OOD)](<https://www.sota2.com/research/sota/fetal-head-segmentation-uncertainty-calibration-on-fetalplanes-ood.md>): Fetal Head Segmentation Uncertainty Calibration; FetalPlanes (OOD).

- [Vital Signs on Fetal-fPCG](<https://www.sota2.com/research/sota/vital-signs-on-fetal-fpcg.md>): Vital Signs; Fetal-fPCG.

- [Fetal Brain Atlas Reconstruction Quality Assessment on Single-Stack Fetal Brain MRI Dataset (test)](<https://www.sota2.com/research/sota/fetal-brain-atlas-reconstruction-quality-assessment-on-single-stack-fetal-brain-mri-dataset-test.md>): Fetal Brain Atlas Reconstruction Quality Assessment; Single-Stack Fetal Brain MRI Dataset (test).

- [Fetal Brain Atlas Reconstruction Quality Assessment on Multi-Stack Fetal Brain MRI Dataset (test)](<https://www.sota2.com/research/sota/fetal-brain-atlas-reconstruction-quality-assessment-on-multi-stack-fetal-brain-mri-dataset-test.md>): Fetal Brain Atlas Reconstruction Quality Assessment; Multi-Stack Fetal Brain MRI Dataset (test).

- [Object Detection on Private fetal ultrasound dataset](<https://www.sota2.com/research/sota/object-detection-on-private-fetal-ultrasound-dataset.md>): Object Detection; Private fetal ultrasound dataset.

- [Semantic Segmentation on Private fetal ultrasound dataset](<https://www.sota2.com/research/sota/semantic-segmentation-on-private-fetal-ultrasound-dataset.md>): Semantic Segmentation; Private fetal ultrasound dataset.

- [Image Classification on Private fetal ultrasound dataset](<https://www.sota2.com/research/sota/image-classification-on-private-fetal-ultrasound-dataset.md>): Image Classification; Private fetal ultrasound dataset.

- [BPD measurement on Fetal Planes (FP) (test)](<https://www.sota2.com/research/sota/bpd-measurement-on-fetal-planes-fp-test.md>): BPD measurement; Fetal Planes (FP) (test).

- [OFD measurement on Fetal Planes (FP) (test)](<https://www.sota2.com/research/sota/ofd-measurement-on-fetal-planes-fp-test.md>): OFD measurement; Fetal Planes (FP) (test).

- [Cardiac and thoracic ellipse detection on Clinical fetal echocardiogram (test)](<https://www.sota2.com/research/sota/cardiac-and-thoracic-ellipse-detection-on-clinical-fetal-echocardiogram-test.md>): Cardiac and thoracic ellipse detection; Clinical fetal echocardiogram (test).

- [Image Classification on FetalP24 (Center B)](<https://www.sota2.com/research/sota/image-classification-on-fetalp24-center-b.md>): Image Classification; FetalP24 (Center B).

- [Image Classification on FetalP6](<https://www.sota2.com/research/sota/image-classification-on-fetalp6.md>): Image Classification; FetalP6.

- [Preterm birth classification on Fetal MRI](<https://www.sota2.com/research/sota/preterm-birth-classification-on-fetal-mri.md>): Preterm birth classification; Fetal MRI.

- [Brain age estimation on Fetal Out-of-domain](<https://www.sota2.com/research/sota/brain-age-estimation-on-fetal-out-of-domain.md>): Brain age estimation; Fetal Out-of-domain.

- [Brain age estimation on Fetal In-domain](<https://www.sota2.com/research/sota/brain-age-estimation-on-fetal-in-domain.md>): Brain age estimation; Fetal In-domain.

- [In-silico single-gene perturbation on Heart cell atlas (236 fetal cardiomyocyte transcriptomes)](<https://www.sota2.com/research/sota/in-silico-single-gene-perturbation-on-heart-cell-atlas-236-fetal-cardiomyocyte-transcriptomes.md>): In-silico single-gene perturbation; Heart cell atlas (236 fetal cardiomyocyte transcriptomes).

- [Fetal brain ultrasound compounding on Fetal brain ultrasound dataset (all samples)](<https://www.sota2.com/research/sota/fetal-brain-ultrasound-compounding-on-fetal-brain-ultrasound-dataset-all-samples.md>): Fetal brain ultrasound compounding; Fetal brain ultrasound dataset (all samples).

- [Cardiac Phase Detection on Fetal echocardiography 156 CHD videos (test)](<https://www.sota2.com/research/sota/cardiac-phase-detection-on-fetal-echocardiography-156-chd-videos-test.md>): Cardiac phase detection; Fetal echocardiography 156 CHD videos (test).

- [End-Systole (ES) Detection on Fetal echocardiography 88 normal videos (test)](<https://www.sota2.com/research/sota/end-systole-es-detection-on-fetal-echocardiography-88-normal-videos-test.md>): End-Systole (ES) detection; Fetal echocardiography 88 normal videos (test).

- [End-Diastole (ED) detection on Fetal echocardiography 88 normal videos (test)](<https://www.sota2.com/research/sota/end-diastole-ed-detection-on-fetal-echocardiography-88-normal-videos-test.md>): End-Diastole (ED) detection; Fetal echocardiography 88 normal videos (test).

- [FL measurement on Fetal Planes (FP) (test)](<https://www.sota2.com/research/sota/fl-measurement-on-fetal-planes-fp-test.md>): FL measurement; Fetal Planes (FP) (test).

- [Segmentation on FetalP5](<https://www.sota2.com/research/sota/segmentation-on-fetalp5.md>): Segmentation; FetalP5.

- [Segmentation on Fetal\_HC](<https://www.sota2.com/research/sota/segmentation-on-fetal_hc.md>): Segmentation; Fetal\_HC.

- [Fetal heart view classification on Fetal heart views classification dataset first-trimester (test)](<https://www.sota2.com/research/sota/fetal-heart-view-classification-on-fetal-heart-views-classification-dataset-first-trimester-test.md>): Fetal heart view classification; Fetal heart views classification dataset first-trimester (test).

- [Deformation Field Estimation on Fetal MRI (Entire cohort)](<https://www.sota2.com/research/sota/deformation-field-estimation-on-fetal-mri-entire-cohort.md>): Deformation Field Estimation; Fetal MRI (Entire cohort).

- [Classification on NonInvasiveFetalECGThorax2 7 segments](<https://www.sota2.com/research/sota/classification-on-noninvasivefetalecgthorax2-7-segments.md>): Classification; NonInvasiveFetalECGThorax2 7 segments.

- [Classification on NonInvasiveFetalECGThorax1 6 segments](<https://www.sota2.com/research/sota/classification-on-noninvasivefetalecgthorax1-6-segments.md>): Classification; NonInvasiveFetalECGThorax1 6 segments.

- [Artifact Reduction on Domain A (Real Corrupted Fetal MRI Images)](<https://www.sota2.com/research/sota/artifact-reduction-on-domain-a-real-corrupted-fetal-mri-images.md>): Artifact Reduction; Domain A (Real Corrupted Fetal MRI Images).

- [Standard Plane Identification on Fetal Ultrasound (Latency)](<https://www.sota2.com/research/sota/standard-plane-identification-on-fetal-ultrasound-latency.md>): Standard Plane Identification; Fetal Ultrasound.

- [Fetal Health Classification](<https://www.sota2.com/research/sota/fetal-health-classification.md>): Fetal Health Classification; Fetal Health.

- [Pose Estimation on Research-Fetal (test)](<https://www.sota2.com/research/sota/pose-estimation-on-research-fetal-test.md>): Pose Estimation; Research-Fetal (test).