# Disorder Diagnosis (HC vs. MDD) on U center Source: [Disorder Diagnosis (HC vs. MDD) on U center]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:24:06.256Z Evaluation of binary classification performance for diagnosing Major Depressive Disorder (MDD) against Healthy Controls (HC) using the U center dataset, reporting Accuracy (ACC) and AUC. 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. | Scope | Recorded value | | --- | --- | | Task | Disorder Diagnosis (HC vs. MDD) | | Dataset (including any stated split) | U center | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | KD-Brain | 0.733 | Not recorded | 69c0c9020636e5bf4afc3b64 | | STAGIN | 0.731 | Not recorded | 69c0c9020636e5bf4afc3b64 | | CAGT | 0.727 | Not recorded | 69c0c9020636e5bf4afc3b64 | | SVM-RFE | 0.721 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 0.717 | Not recorded | 69c0c9020636e5bf4afc3b64 | | BNT | 0.714 | Not recorded | 69c0c9020636e5bf4afc3b64 | | MVS-GCN | 0.713 | Not recorded | 69c0c9020636e5bf4afc3b64 | | FNDL | 0.711 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 0.707 | Not recorded | 69c0c9020636e5bf4afc3b64 | | Com-BrainTF | 0.706 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 0.7025 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 0.696 | Not recorded | 69c0c9020636e5bf4afc3b64 | | MDGL | 0.691 | Not recorded | 69c0c9020636e5bf4afc3b64 | | BrainGNN | 0.685 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 0.684 | Not recorded | 69c0c9020636e5bf4afc3b64 | | HeBrainGNN | 0.668 | Not recorded | 69c0c9020636e5bf4afc3b64 | | EAG-RS | 0.667 | Not recorded | 69c0c9020636e5bf4afc3b64 | ### KD-Brain Accuracy: 0.733. Result ID: 69c1147247f34ce924a92374. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter q":"1"}. This record does not assert independent reproduction. ### STAGIN Accuracy: 0.731. Result ID: 69c1147247f34ce924a9236c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAGT Accuracy: 0.727. Result ID: 69c1147247f34ce924a92373. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVM-RFE Accuracy: 0.721. Result ID: 69c1147247f34ce924a92369. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-Brain Accuracy: 0.717. Result ID: 69c1147247f34ce924a92376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter q":"3"}. This record does not assert independent reproduction. ### BNT Accuracy: 0.714. Result ID: 69c1147247f34ce924a92371. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MVS-GCN Accuracy: 0.713. Result ID: 69c1147247f34ce924a9236e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FNDL Accuracy: 0.711. Result ID: 69c1147247f34ce924a9236a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-Brain Accuracy: 0.707. Result ID: 69c1147247f34ce924a92379. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation Components":"w/o Lpmc"}. This record does not assert independent reproduction. ### Com-BrainTF Accuracy: 0.706. Result ID: 69c1147247f34ce924a92372. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-Brain Accuracy: 0.7025. Result ID: 69c1147247f34ce924a92375. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter q":"2"}. This record does not assert independent reproduction. ### KD-Brain Accuracy: 0.696. Result ID: 69c1147247f34ce924a92378. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation Components":"w/o Hsp"}. This record does not assert independent reproduction. ### MDGL Accuracy: 0.691. Result ID: 69c1147247f34ce924a9236b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BrainGNN Accuracy: 0.685. Result ID: 69c1147247f34ce924a9236d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-Brain Accuracy: 0.684. Result ID: 69c1147247f34ce924a92377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Distillation Strategy":"SSIL -\> GAT"}. This record does not assert independent reproduction. ### HeBrainGNN Accuracy: 0.668. Result ID: 69c1147247f34ce924a9236f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EAG-RS Accuracy: 0.667. Result ID: 69c1147247f34ce924a92370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.