# Patients Source: [Patients]() Collection index: [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 2. This is an index page, not the full collection. - [Next index page](): Follow this link to discover more pages. - [Medical Image Segmentation on ACDC (100 patients total test)](): Medical Image Segmentation; ACDC 100 patients total (test). - [Degradation Severity Estimation on CT Patients: L506, L192, L310 (test)](): Degradation Severity Estimation; CT Patients: L506, L192, L310 (test). - [Medical Image Segmentation on CHD 68 patients total (test)](): Medical Image Segmentation; CHD 68 patients total (test). - [Steroid-free clinical remission (SFCR) prediction on IFX arm and ADA patients cohort (SFCR outcome)](): Steroid-free clinical remission (SFCR) prediction; IFX arm and ADA patients cohort (SFCR outcome). - [Medical Image Enhancement on 446 Patients (external)](): Medical Image Enhancement; 446 Patients (external). - [Survival Analysis on HPV+ OPC patients 55-patient (test)](): Survival Analysis; HPV+ OPC patients 55-patient (test). - [Pancreas Segmentation on Pancreas CT 82 patients](): Pancreas Segmentation; Pancreas CT 82 patients. - [Medical Diagnosis on PMC-Patients](): Medical Diagnosis; PMC-Patients. - [Patient Simulation on Ch-PatientSim](): Patient Simulation; Ch-PatientSim. - [Patient Simulation on Ch-PatientSim (test)](): Patient Simulation; Ch-PatientSim (test). - [TMJ disc segmentation on Private PD-weighted MRI volumes 1,300 patients (test)](): TMJ disc segmentation; Private PD-weighted MRI volumes 1,300 patients (test). - [Slice Interpolation on RSNA 30 patients 2019 (test)](): Slice Interpolation; RSNA 30 patients 2019 (test). - [Medical Diagnosis on PMC-Patients original (test)](): Medical Diagnosis; PMC-Patients original (test). - [Generative data synthesis on 90 (23 patients x 3 visits, 72 features) (per-visit records)](): Generative data synthesis; 90 (23 patients x 3 visits, 72 features) (per-visit records). - [Overall Clinical Outcome Prediction on Real Clinical Data (n=35 patients) 1.0 (test)](): Overall Clinical Outcome Prediction; Real Clinical Data (n=35 patients) 1.0 (test). - [Overall Survival (\>12m) Prediction on Real Clinical Data (n=35 patients) 1.0 (test)](): Overall Survival (\>12m) Prediction; Real Clinical Data (n=35 patients) 1.0 (test). - [PSA Response Prediction on Real Clinical Data (n=35 patients) 1.0 (test)](): PSA Response Prediction; Real Clinical Data (n=35 patients) 1.0 (test). - [Multi-modal Image Synthesis (iUS + T2 inputs) on Brain Glioma Patients](): Multi-modal Image Synthesis (iUS + T2 inputs); Brain Glioma Patients. - [Insulin dose recommendation on UVA/PADOVA T1DM Simulator SME (30 patients, 30 meal events per patient)](): Insulin dose recommendation; UVA/PADOVA T1DM Simulator SME (30 patients, 30 meal events per patient). - [AUC prediction on simulated patients Four observations 2021](): AUC prediction; simulated patients Four observations 2021. - [AUC prediction on simulated patients 2021 (Three observations)](): AUC prediction; simulated patients 2021 (Three observations). - [AUC prediction on simulated patients Two observations 2021](): AUC prediction; simulated patients Two observations 2021. - [AUC prediction on simulated patients One observation 2021](): AUC prediction; simulated patients One observation 2021. - [AUC prediction on simulated patients 2021 (A priori)](): AUC prediction; simulated patients 2021 (A priori). - [Slice Interpolation on Medical Imaging patient-level, 30 patients (test)](): Slice Interpolation; Medical Imaging patient-level, 30 patients (test). - [Acute Kidney Injury Prediction on AKI clinical dataset Elderly Patients](): Acute Kidney Injury Prediction; AKI clinical dataset Elderly Patients. - [Glucose Regulation on UVa/Padova simulator Adolescent cohort 14 days (10 virtual patients)](): Glucose Regulation; UVa/Padova simulator Adolescent cohort 14 days (10 virtual patients). - [Glucose Regulation on UVa Padova simulator Adult cohort 14 days (10 virtual patients)](): Glucose Regulation; UVa Padova simulator Adult cohort 14 days (10 virtual patients). - [Three-class prognosis prediction on Pediatric LN patients (n=71) (5-fold CV test)](): Three-class prognosis prediction (CR/PR/NR); Pediatric LN patients (n=71) 5-fold cross-validation (test). - [Insulin dose recommendation on UVA/PADOVA T1DM Simulator MME (30 patients, 30 meal events per patient)](): Insulin dose recommendation; UVA/PADOVA T1DM Simulator MME (30 patients, 30 meal events per patient). - [Target tumor registration on Aggregated Patients (Entire cohort)](): Target tumor registration; Aggregated Patients (Entire cohort). - [Bowel Sound Classification on Bowel Sound Patients (test)](): Bowel Sound Classification; Bowel Sound Patients (test). - [TCR repertoire forecasting on TCR repertoire sequencing (held-out patients)](): TCR repertoire forecasting; TCR repertoire sequencing (held-out patients). - [Arrhythmia Detection on ECG data 10,000 patients (test)](): Arrhythmia Detection; ECG data 10,000 patients (test). - [Potassium Abnormality Prediction on ECG data 10,000 patients (test)](): Potassium Abnormality Prediction; ECG data 10,000 patients (test). - [Image Synthesis (T2 to iUS) on Brain Glioma Patients](): Image Synthesis (T2 to iUS); Brain Glioma Patients. - [Image Registration on Patient Registration Dataset all-patients (combined sample)](): Image Registration; Patient Registration Dataset all-patients (combined sample). - [Tremor Detection on Tremor detection dataset intermittent tremor patients](): Tremor Detection; Tremor detection dataset intermittent tremor patients. - [Coronary structure extraction on Clinical dataset (650 patients) (test)](): Coronary structure extraction; Clinical dataset (650 patients) (test). - [Medical Image Classification on Paired fixed 4 images 4 patients (val)](): Medical Image Classification; Paired fixed 4 images 4 patients (val). - [Slice-to-Volume Reconstruction on Clinical Subjects GA 25-35 weeks (9 patients)](): Slice-to-Volume Reconstruction; Clinical Subjects GA 25-35 weeks (9 patients). - [3D Cardiac Shape Reconstruction on Cardiac CTA Left atrium 40 patients (test)](): 3D Cardiac Shape Reconstruction; Cardiac CTA Left atrium 40 patients (test). - [3D Cardiac Shape Reconstruction on Cardiac CTA Left ventricle blood pool 40 patients (test)](): 3D Cardiac Shape Reconstruction; Cardiac CTA Left ventricle blood pool 40 patients (test). - [Tumor Grade Classification on Korea University Anam Hospital Dataset 1991 patients (patient-level)](): Tumor Grade Classification; Korea University Anam Hospital Dataset 1991 patients (patient-level). - [Diagnosis Type Classification on Korea University Anam Hospital Dataset 1991 patients (patient-level)](): Diagnosis Type Classification; Korea University Anam Hospital Dataset 1991 patients (patient-level). - [Vessel Motion Correction on MR CLEAN registry 50 patients (test)](): Vessel Motion Correction; MR CLEAN registry 50 patients (test). - [2D/3D Registration on Clinical CBCT 6 Patients (test)](): 2D/3D Registration; Clinical CBCT 6 Patients (test). - [Exploitation Detection on Unseen patients (test)](): Exploitation Detection; Unseen patients (test). - [Chemotherapy response prediction 54 patients RECIST 1.1 based (test)](): Chemotherapy response prediction; Chemotherapy response prediction 54 patients RECIST 1.1 based (test). - [Overall Hallucination Detection (E3+E4) on 50 Patients (test)](): Overall Hallucination Detection (E3+E4); 50 Patients (test). - [Clinician validation on CKD longitudinal EHRs (random 25 patients)](): Clinician validation; CKD longitudinal EHRs (random 25 patients). - [3D Cardiac Shape Reconstruction on Cardiac CTA Left ventricle myocardium 40 patients (test)](): 3D Cardiac Shape Reconstruction; Cardiac CTA Left ventricle myocardium 40 patients (test). - [3D Cardiac Shape Reconstruction on Cardiac CTA Right atrium 40 patients (test)](): 3D Cardiac Shape Reconstruction; Cardiac CTA Right atrium 40 patients (test). - [3D Cardiac Shape Reconstruction on Cardiac CTA Right ventricle 40 patients (test)](): 3D Cardiac Shape Reconstruction; Cardiac CTA Right ventricle 40 patients (test). - [Per-patient AHI Class Prediction on Stroke Unit 1.0 (Without val patients)](): Per-patient AHI Class Prediction; Stroke Unit 1.0 (Without val patients). - [Per-patient OSA Classification (AHI \>= 5) on Stroke Unit 1.0 (Without validation patients)](): Per-patient OSA Classification (AHI \>= 5); Stroke Unit 1.0 (Without validation patients). - [Per-second Sleep Apnea Detection on Stroke Unit 1.0 (Without val patients)](): Per-second Sleep Apnea Detection; Stroke Unit 1.0 (Without val patients). - [Per-patient AHI Class Prediction on Stroke Unit 1.0 (All patients)](): Per-patient AHI Class Prediction; Stroke Unit 1.0 (All patients). - [Per-patient OSA Classification (AHI \>= 5) on Stroke Unit 1.0 (All patients)](): Per-patient OSA Classification (AHI \>= 5); Stroke Unit 1.0 (All patients). - [Per-second Sleep Apnea Detection on Stroke Unit 1.0 (All patients)](): Per-second Sleep Apnea Detection; Stroke Unit 1.0 (All patients). - [Phenotyping Prediction on MIMIC-IV Patients with ≥ 3 visits](): Phenotyping Prediction; MIMIC-IV Patients with ≥ 3 visits. - [Phenotyping Prediction on MIMIC-IV All patients](): Phenotyping Prediction; MIMIC-IV All patients. - [Phenotyping Prediction on MIMIC-III Patients with ≥ 3 visits](): Phenotyping Prediction; MIMIC-III Patients with ≥ 3 visits. - [Phenotyping Prediction on MIMIC-III All patients](): Phenotyping Prediction; MIMIC-III All patients. - [Cell-type proportion deconvolution on PBMC scRNA-seq synthetic bulk (held-out 10% of patients)](): Cell-type proportion deconvolution; PBMC scRNA-seq synthetic bulk (held-out 10% of patients). - [Binary Classification on OASIS demented patients versus healthy controls](): Binary Classification; OASIS demented patients versus healthy controls. - [Mortality prediction on MIMIC-III v1.4 (1000 patients)](): Mortality prediction; MIMIC-III v1.4 (1000 patients). - [2D/3D Registration on Clinical dataset 16 patients 2D ultrasound to MR](): 2D/3D Registration; Clinical dataset 16 patients 2D ultrasound to MR. - [Glioma tumor growth prediction on MRI dataset 379 patients (test)](): Glioma tumor growth prediction; MRI dataset 379 patients (test). - [4D Heart Mesh Reconstruction on Post-MI Patients Cine MRI Dataset (test)](): 4D Heart Mesh Reconstruction; Post-MI Patients Cine MRI Dataset (test). - [Cancer Detection on 12-month prospective pilot (426,210 patients)](): Cancer Detection; 12-month prospective pilot (426,210 patients). - [Gastrointestinal Segmentation on 23 pediatric CD patients Contrast-enhanced MRI](): Gastrointestinal Segmentation; 23 pediatric CD patients Contrast-enhanced MRI. - [Gastrointestinal Segmentation on Healthy & IBD Patients 3D cine-MRI](): Gastrointestinal Segmentation; Healthy & IBD Patients 3D cine-MRI. - [Temporal-difference captioning on Real-world clinical dataset chest X-ray pairs from 300 patients (test)](): Temporal-difference captioning; Real-world clinical dataset chest X-ray pairs from 300 patients (test). - [Multimodal Time Series Forecasting on TimeMMD Health domain: Influenza Patients Proportion 1.0 (test)](): Multimodal Time Series Forecasting; TimeMMD Health domain: Influenza Patients Proportion 1.0 (test). - [Seizure Prediction on Melbourne-University Challenge Patients (test)](): Seizure Prediction; Dataset 2 Patients Melbourne-University Seizure Prediction Challenge (test). - [Gastrointestinal Segmentation on 46 CD patients Dual-Energy CT Enterography](): Gastrointestinal Segmentation; 46 CD patients Dual-Energy CT Enterography. - [Medical Image Classification on All-X-ray reference all-patient cohort 155 images / 85 patients (val)](): Medical Image Classification; All-X-ray reference all-patient cohort 155 images / 85 patients (val). - [Binary Caries Classification on 500 PRs, 253 patients](): Binary Caries Classification; 500 PRs, 253 patients. - [PTV Dose Optimization on Prostate cancer radiotherapy dataset (5 patients)](): PTV dose optimization; Prostate cancer radiotherapy dataset (5 patients).