# Diagnostic

Source: [Diagnostic](<https://www.sota2.com/research/task/diagnostic>)

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 3. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/task/diagnostic.md?page=2>): Follow this link to discover more pages.

- [Diagnostic Classification on BRACS-7](<https://www.sota2.com/research/sota/diagnostic-classification-on-bracs-7.md>): Diagnostic Classification; BRACS-7.

- [Medical diagnostic value preservation on NHANES 2017-2018 (test)](<https://www.sota2.com/research/sota/medical-diagnostic-value-preservation-on-nhanes-2017-2018-test.md>): Medical diagnostic value preservation; NHANES 2017-2018 (test).

- [Diagnostic Classification on UBC-OCEAN](<https://www.sota2.com/research/sota/diagnostic-classification-on-ubc-ocean.md>): Diagnostic Classification; UBC-OCEAN.

- [Diagnostic Classification on EBRAINS](<https://www.sota2.com/research/sota/diagnostic-classification-on-ebrains.md>): Diagnostic Classification; EBRAINS.

- [Diagnostic Classification on Camelyon16](<https://www.sota2.com/research/sota/diagnostic-classification-on-camelyon16.md>): Diagnostic Classification; Camelyon16.

- [Diagnostic Classification on BRACS](<https://www.sota2.com/research/sota/diagnostic-classification-on-bracs.md>): Diagnostic Classification; BRACS.

- [Model diagnostic efficiency on LOMO behavioral dataset (held-out model fold)](<https://www.sota2.com/research/sota/model-diagnostic-efficiency-on-lomo-behavioral-dataset-held-out-model-fold.md>): Model diagnostic efficiency; LOMO behavioral dataset (held-out model fold).

- [Medical Diagnostic Reasoning on MedCaseReasoning official 897-case (test)](<https://www.sota2.com/research/sota/medical-diagnostic-reasoning-on-medcasereasoning-official-897-case-test.md>): Medical Diagnostic Reasoning; MedCaseReasoning official 897-case (test).

- [Statistical Comparison of Hippocampal Subfield Volumes on ADNI3 cohort](<https://www.sota2.com/research/sota/statistical-comparison-of-hippocampal-subfield-volumes-on-adni3-cohort.md>): Diagnostic group separation analysis of hippocampal subfield volumes; ADNI3 cohort.

- [Diagnostic Endpoint Prediction on MIMIC IV](<https://www.sota2.com/research/sota/diagnostic-endpoint-prediction-on-mimic-iv.md>): Diagnostic Endpoint Prediction; MIMIC IV.

- [Diagnostic Report Generation on MIMIC-CXR 14 (test)](<https://www.sota2.com/research/sota/diagnostic-report-generation-on-mimic-cxr-14-test.md>): Diagnostic Report Generation; MIMIC-CXR 14 (test).

- [Diagnostic Endpoint Prediction on MMRF CoMMpass](<https://www.sota2.com/research/sota/diagnostic-endpoint-prediction-on-mmrf-commpass.md>): Diagnostic Endpoint Prediction; MMRF CoMMpass.

- [Diagnostic Classification on ABIDE-I AAL116 atlas](<https://www.sota2.com/research/sota/diagnostic-classification-on-abide-i-aal116-atlas.md>): Diagnostic Classification; ABIDE-I AAL116 atlas.

- [Healthcare Diagnostics on Healthcare Diagnostic Tasks](<https://www.sota2.com/research/sota/healthcare-diagnostics-on-healthcare-diagnostic-tasks.md>): Healthcare Diagnostics; Healthcare Diagnostic Tasks.

- [Binary Diagnostic Classification (SCD vs. MCI) on ADNI](<https://www.sota2.com/research/sota/binary-diagnostic-classification-scd-vs-mci-on-adni.md>): Binary diagnostic classification (SCD vs. MCI); ADNI.

- [Binary diagnostic classification (SCD vs. MCI) on Hospital-collected](<https://www.sota2.com/research/sota/binary-diagnostic-classification-scd-vs-mci-on-hospital-collected.md>): Binary diagnostic classification (SCD vs. MCI); Hospital-collected.

- [Binary diagnostic classification (HC vs. MCI) on Hospital-collected](<https://www.sota2.com/research/sota/binary-diagnostic-classification-hc-vs-mci-on-hospital-collected.md>): Binary diagnostic classification (HC vs. MCI); Hospital-collected.

- [Binary Diagnostic Classification (HC vs. SCD) on ADNI](<https://www.sota2.com/research/sota/binary-diagnostic-classification-hc-vs-scd-on-adni.md>): Binary diagnostic classification (HC vs. SCD); ADNI.

- [Binary Diagnostic Classification on Hospital-collected](<https://www.sota2.com/research/sota/binary-diagnostic-classification-on-hospital-collected.md>): Binary diagnostic classification (HC vs. SCD); Hospital-collected.

- [Multi-label diagnostic classification on MS-CXR-T](<https://www.sota2.com/research/sota/multi-label-diagnostic-classification-on-ms-cxr-t.md>): Multi-label diagnostic classification; MS-CXR-T.

- [Diagnostic classification on HAM & Melanoma (joint)](<https://www.sota2.com/research/sota/diagnostic-classification-on-ham-and-melanoma-joint.md>): Diagnostic classification; HAM & Melanoma (joint).

- [Diagnostic Classification on Melanoma zero-shot 1000](<https://www.sota2.com/research/sota/diagnostic-classification-on-melanoma-zero-shot-1000.md>): Diagnostic classification; Melanoma zero-shot 1000.

- [Diagnostic classification on PTB-XL (test)](<https://www.sota2.com/research/sota/diagnostic-classification-on-ptb-xl-test.md>): Diagnostic classification; PTB-XL downstream (test).

- [Evidence-Grounded Diagnostic Reasoning on CXReasonDial](<https://www.sota2.com/research/sota/evidence-grounded-diagnostic-reasoning-on-cxreasondial.md>): Evidence-Grounded Diagnostic Reasoning; CXReasonDial.

- [Diagnostic Personalization on ITR](<https://www.sota2.com/research/sota/diagnostic-personalization-on-itr.md>): Diagnostic Personalization; ITR.

- [Diagnostic Personalization on LAR](<https://www.sota2.com/research/sota/diagnostic-personalization-on-lar.md>): Diagnostic Personalization; LAR.

- [Diagnostic Personalization on LSD](<https://www.sota2.com/research/sota/diagnostic-personalization-on-lsd.md>): Diagnostic Personalization; LSD.

- [Grounded Diagnostic Segmentation on DiagSeg](<https://www.sota2.com/research/sota/grounded-diagnostic-segmentation-on-diagseg.md>): Grounded Diagnostic Segmentation; DiagSeg.

- [Diagnostic Classification on ADHD-200 UP](<https://www.sota2.com/research/sota/diagnostic-classification-on-adhd-200-up.md>): Diagnostic Classification; ADHD-200 UP.

- [Diagnostic Classification on ADHD-200 PKU](<https://www.sota2.com/research/sota/diagnostic-classification-on-adhd-200-pku.md>): Diagnostic Classification; ADHD-200 PKU.

- [Diagnostic Classification on ADHD-200 KKI](<https://www.sota2.com/research/sota/diagnostic-classification-on-adhd-200-kki.md>): Diagnostic Classification; ADHD-200 KKI.

- [Offline Action Consistency Diagnostic on AITW](<https://www.sota2.com/research/sota/offline-action-consistency-diagnostic-on-aitw.md>): Offline Action Consistency Diagnostic; AITW.

- [Diagnostic Classification on MIMIC-CXR Edema vs. Pneumonia (test)](<https://www.sota2.com/research/sota/diagnostic-classification-on-mimic-cxr-edema-vs-pneumonia-test.md>): Diagnostic Classification; MIMIC-CXR Edema vs. Pneumonia (test).

- [Diagnostic Classification on derm7pt Melanoma vs. Atypical Nevus (test)](<https://www.sota2.com/research/sota/diagnostic-classification-on-derm7pt-melanoma-vs-atypical-nevus-test.md>): Diagnostic Classification; derm7pt Melanoma vs. Atypical Nevus (test).

- [Open-set diagnostic naming on DDXPlus](<https://www.sota2.com/research/sota/open-set-diagnostic-naming-on-ddxplus.md>): Open-set diagnostic naming; DDXPlus.

- [Diagnostic Accuracy on ReMeDi](<https://www.sota2.com/research/sota/diagnostic-accuracy-on-remedi.md>): Diagnostic Accuracy; ReMeDi.

- [Diagnostic Classification on ABIDE-I Schaefer atlas](<https://www.sota2.com/research/sota/diagnostic-classification-on-abide-i-schaefer-atlas.md>): Diagnostic Classification; ABIDE-I Schaefer atlas.

- [Open-ended generation (Medical Diagnostic QA) on RJUA (test)](<https://www.sota2.com/research/sota/open-ended-generation-medical-diagnostic-qa-on-rjua-test.md>): Open-ended generation (Medical Diagnostic QA); RJUA (test).

- [Diagnostic Classification on Canine Pneumothorax (test)](<https://www.sota2.com/research/sota/diagnostic-classification-on-canine-pneumothorax-test.md>): Diagnostic Classification; Canine Pneumothorax (test).

- [Clinical Diagnostic Reasoning Benchmark 1.0 (test)](<https://www.sota2.com/research/sota/clinical-diagnostic-reasoning-benchmark-1-0-test.md>): Clinical Diagnostic Reasoning; Clinical Diagnostic Reasoning Benchmark 1.0 (test).

- [Skin lesion diagnostic classification on Average (In-distribution)](<https://www.sota2.com/research/sota/skin-lesion-diagnostic-classification-on-average-in-distribution.md>): Skin lesion diagnostic classification; Average (In-distribution).

- [Skin lesion diagnostic classification on DermNet In-distribution](<https://www.sota2.com/research/sota/skin-lesion-diagnostic-classification-on-dermnet-in-distribution.md>): Skin lesion diagnostic classification; DermNet In-distribution.

- [Skin Lesion Diagnostic Classification on Derm7pt (In-distribution)](<https://www.sota2.com/research/sota/skin-lesion-diagnostic-classification-on-derm7pt-in-distribution.md>): Skin lesion diagnostic classification; Derm7pt (In-distribution).

- [Skin lesion diagnostic classification on Derm12345 In-distribution](<https://www.sota2.com/research/sota/skin-lesion-diagnostic-classification-on-derm12345-in-distribution.md>): Skin lesion diagnostic classification; Derm12345 In-distribution.

- [Skin lesion diagnostic classification on PAD (In-distribution)](<https://www.sota2.com/research/sota/skin-lesion-diagnostic-classification-on-pad-in-distribution.md>): Skin lesion diagnostic classification; PAD (In-distribution).

- [Skin Lesion Diagnostic Classification on HAM10k (In-distribution)](<https://www.sota2.com/research/sota/skin-lesion-diagnostic-classification-on-ham10k-in-distribution.md>): Skin lesion diagnostic classification; HAM10k (In-distribution).

- [Skin Lesion Diagnostic Classification on BCN20k (In-distribution)](<https://www.sota2.com/research/sota/skin-lesion-diagnostic-classification-on-bcn20k-in-distribution.md>): Skin lesion diagnostic classification; BCN20k (In-distribution).

- [Diagnostics on MZVAV (F1 score)](<https://www.sota2.com/research/sota/diagnostics-on-mzvav-f1-score.md>): Diagnostics; MZVAV.

- [Diagnostics on HSF15 (V) (F1 score)](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-v-f1-score.md>): Diagnostics; HSF15 (V).

- [Diagnostics on HSF15-P (F1 score)](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-p-f1-score.md>): Diagnostics; HSF15-P.

- [Diagnostics on HSF15-C](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-c.md>): Diagnostics; HSF15-C.

- [Diagnostics on HSF15-A (F1 score)](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-a-f1-score.md>): Diagnostics; HSF15-A.

- [Diagnostics on MZVAV (AUROC, Average rank)](<https://www.sota2.com/research/sota/diagnostics-on-mzvav-auroc-average-rank.md>): Diagnostics; MZVAV.

- [Diagnostics on HSF15-V (AUROC, Average rank)](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-v-auroc-average-rank.md>): Diagnostics; HSF15-V.

- [Diagnostics on HSF 15-P (AUROC, Average rank)](<https://www.sota2.com/research/sota/diagnostics-on-hsf-15-p-auroc-average-rank.md>): Diagnostics; HSF 15-P.

- [Diagnostics on HSF15-C (AUROC, Average rank)](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-c-auroc-average-rank.md>): Diagnostics; HSF15-C.

- [Diagnostics on HSF15-A (AUROC, Average rank)](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-a-auroc-average-rank.md>): Diagnostics; HSF15-A.

- [Diagnostics on NC-D (AUROC, Average rank)](<https://www.sota2.com/research/sota/diagnostics-on-nc-d-auroc-average-rank.md>): Diagnostics; NC-D.

- [Diagnostics on MZVAV](<https://www.sota2.com/research/sota/diagnostics-on-mzvav.md>): Diagnostics; MZVAV.

- [Diagnostics on HSF15 V](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-v.md>): Diagnostics; HSF15 V.

- [Diagnostics on HSF15-P](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-p.md>): Diagnostics; HSF15-P.

- [Diagnostics on HSF C 15](<https://www.sota2.com/research/sota/diagnostics-on-hsf-c-15.md>): Diagnostics; HSF C 15.

- [Diagnostics on HSF15-A](<https://www.sota2.com/research/sota/diagnostics-on-hsf15-a.md>): Diagnostics; HSF15-A.

- [Diagnostics on NC-D](<https://www.sota2.com/research/sota/diagnostics-on-nc-d.md>): Diagnostics; NC-D.

- [WSI Diagnostic Classification on TISSUENET (test)](<https://www.sota2.com/research/sota/wsi-diagnostic-classification-on-tissuenet-test.md>): WSI diagnostic classification; TISSUENET (test).

- [WSI diagnostic classification on PANDA (test)](<https://www.sota2.com/research/sota/wsi-diagnostic-classification-on-panda-test.md>): WSI diagnostic classification; PANDA (test).

- [WSI diagnostic classification on CAMELYON+ (test)](<https://www.sota2.com/research/sota/wsi-diagnostic-classification-on-camelyon-plus-test.md>): WSI diagnostic classification; CAMELYON+ (test).

- [Diagnostic classification on High-risk patient (test)](<https://www.sota2.com/research/sota/diagnostic-classification-on-high-risk-patient-test.md>): Diagnostic classification; High-risk patient (test).

- [Diagnostic Classification on TBX11K](<https://www.sota2.com/research/sota/diagnostic-classification-on-tbx11k.md>): Diagnostic Classification; TBX11K.

- [Disease Diagnostic on Dermatology disease diagnostic datasets (OOD)](<https://www.sota2.com/research/sota/disease-diagnostic-on-dermatology-disease-diagnostic-datasets-ood.md>): disease diagnostic; Dermatology disease diagnostic datasets (OOD).

- [Disease Diagnostic on Dermatology Disease Datasets (In-distribution)](<https://www.sota2.com/research/sota/disease-diagnostic-on-dermatology-disease-datasets-in-distribution.md>): disease diagnostic; Dermatology disease diagnostic datasets (In-distribution).

- [Vision-Language Diagnostic Evaluation on COCO Flickr30K pool](<https://www.sota2.com/research/sota/vision-language-diagnostic-evaluation-on-coco-flickr30k-pool.md>): Vision-Language Diagnostic Evaluation; COCO Flickr30K pool.

- [Capsule endoscopy keyframe detection and diagnostic performance on VideoCAP (test)](<https://www.sota2.com/research/sota/capsule-endoscopy-keyframe-detection-and-diagnostic-performance-on-videocap-test.md>): Capsule endoscopy keyframe detection and diagnostic performance; VideoCAP (test).

- [Diagnostic Precision on MIMIC-IV (test)](<https://www.sota2.com/research/sota/diagnostic-precision-on-mimic-iv-test.md>): Diagnostic Precision; MIMIC-IV (test).

- [Diagnostic Precision on ClinicalBench (test)](<https://www.sota2.com/research/sota/diagnostic-precision-on-clinicalbench-test.md>): Diagnostic Precision; ClinicalBench (CB) (test).

- [Clinical Diagnostic Report Standardization on English Clinical Diagnostic Reports (test)](<https://www.sota2.com/research/sota/clinical-diagnostic-report-standardization-on-english-clinical-diagnostic-reports-test.md>): Clinical diagnostic report standardization; English clinical diagnostic reports (test).

- [Binary Diagnostic Classification (HC vs. MCI) on ADNI](<https://www.sota2.com/research/sota/binary-diagnostic-classification-hc-vs-mci-on-adni.md>): Binary diagnostic classification (HC vs. MCI); ADNI.

- [Case Deletion Diagnostics on MNIST binary subsample (test)](<https://www.sota2.com/research/sota/case-deletion-diagnostics-on-mnist-binary-subsample-test.md>): Case Deletion Diagnostics; MNIST binary subsample (test).

- [Diagnostic Reasoning on MedCaseReasoning (test)](<https://www.sota2.com/research/sota/diagnostic-reasoning-on-medcasereasoning-test.md>): Diagnostic Reasoning; MedCaseReasoning (test).

- [Multiclass diagnostic prediction on MC-MED](<https://www.sota2.com/research/sota/multiclass-diagnostic-prediction-on-mc-med.md>): Multiclass diagnostic prediction; MC-MED.