# Brain Disorder Classification on ABIDE-120 (Five-fold cross-validation) Source: [Brain Disorder Classification on ABIDE-120 (Five-fold cross-validation)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:23.210Z Evaluation of brain disorder classification models using the ABIDE-120 dataset, specifically evaluated using a five-fold cross-validation scheme. 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 | Brain disorder classification | | Dataset (including any stated split) | ABIDE-120 Five-fold (cross-val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1-Score](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeCI | 66.92 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | iTransformer | 66.27 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | Leddam | 65.22 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | BrainNetTF | 65.13 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | BrainOOD | 64.72 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | PatchTST | 61.33 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | MVHO | 61.01 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | TimeMixer | 59.58 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | TSMixer | 59.57 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | TimesNet | 58.25 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | BrainTGL | 58.08 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | ModernTCN | 57.35 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | PSCRAttn | 57.34 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | SVM | 57.28 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | MDGL | 54.04 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | STAGIN | 54.03 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | Random Forest | 53.72 | Not recorded | 698abbd3c97a0b3e3b5de1ec | | SimMVF | 51.21 | Not recorded | 698abbd3c97a0b3e3b5de1ec | ### DeCI Accuracy: 66.92. Result ID: 6997285d5698665ec4770d2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer Accuracy: 66.27. Result ID: 6997285d5698665ec4770d29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Leddam Accuracy: 65.22. Result ID: 6997285d5698665ec4770d2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BrainNetTF Accuracy: 65.13. Result ID: 6997285d5698665ec4770d1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BrainOOD Accuracy: 64.72. Result ID: 6997285d5698665ec4770d1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PatchTST Accuracy: 61.33. Result ID: 6997285d5698665ec4770d28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MVHO Accuracy: 61.01. Result ID: 6997285d5698665ec4770d20. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMixer Accuracy: 59.58. Result ID: 6997285d5698665ec4770d26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSMixer Accuracy: 59.57. Result ID: 6997285d5698665ec4770d27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet Accuracy: 58.25. Result ID: 6997285d5698665ec4770d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BrainTGL Accuracy: 58.08. Result ID: 6997285d5698665ec4770d1e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ModernTCN Accuracy: 57.35. Result ID: 6997285d5698665ec4770d25. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSCRAttn Accuracy: 57.34. Result ID: 6997285d5698665ec4770d22. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVM Accuracy: 57.28. Result ID: 6997285d5698665ec4770d1a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDGL Accuracy: 54.04. Result ID: 6997285d5698665ec4770d1f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STAGIN Accuracy: 54.03. Result ID: 6997285d5698665ec4770d23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Forest Accuracy: 53.72. Result ID: 6997285d5698665ec4770d1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimMVF Accuracy: 51.21. Result ID: 6997285d5698665ec4770d21. [Reporting 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.