# Classification on RSI-CB256 (ResNet downsampled features PCA-512D, 5-fold CV) Source: [Classification on RSI-CB256 (ResNet downsampled features PCA-512D, 5-fold CV)]() Collection index: [llms.txt]() Data updated: 2026-05-01T08:16:57.530Z Evaluation of Classification performance on RSI-CB256 using features derived from ResNet downsampling followed by PCA (512D), assessed via 5-fold cross-validation. 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 | Classification | | Dataset (including any stated split) | RSI-CB256 ResNet downsampled features PCA-512D (5-fold CV) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [Average Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ZAYAN | 99.77 | Not recorded | 69f433be55a3c32af89fd306 | | TabICL | 99.74 | Not recorded | 69f433be55a3c32af89fd306 | | TANDEM | 99.72 | Not recorded | 69f433be55a3c32af89fd306 | | Log. Reg. | 99.7 | Not recorded | 69f433be55a3c32af89fd306 | | 1D CNN | 99.66 | Not recorded | 69f433be55a3c32af89fd306 | | MLP | 99.54 | Not recorded | 69f433be55a3c32af89fd306 | | LGBM | 99.54 | Not recorded | 69f433be55a3c32af89fd306 | | CatBoost | 99.5 | Not recorded | 69f433be55a3c32af89fd306 | | XGBoost | 99.43 | Not recorded | 69f433be55a3c32af89fd306 | | GBM | 99.36 | Not recorded | 69f433be55a3c32af89fd306 | | TabM | 99.36 | Not recorded | 69f433be55a3c32af89fd306 | | Random Forest | 99.34 | Not recorded | 69f433be55a3c32af89fd306 | | TabR | 99.32 | Not recorded | 69f433be55a3c32af89fd306 | | SAINT | 99.2 | Not recorded | 69f433be55a3c32af89fd306 | | KNN | 98.85 | Not recorded | 69f433be55a3c32af89fd306 | | TabSeq | 98.58 | Not recorded | 69f433be55a3c32af89fd306 | | SVM | 98.51 | Not recorded | 69f433be55a3c32af89fd306 | | DeepFM | 98.48 | Not recorded | 69f433be55a3c32af89fd306 | | TabNet | 98.45 | Not recorded | 69f433be55a3c32af89fd306 | | FT-T | 98.2 | Not recorded | 69f433be55a3c32af89fd306 | | TabulaRNN | 98.2 | Not recorded | 69f433be55a3c32af89fd306 | | ProtoGate | 98.16 | Not recorded | 69f433be55a3c32af89fd306 | | TabT | 97.86 | Not recorded | 69f433be55a3c32af89fd306 | | Decision Tree | 97.35 | Not recorded | 69f433be55a3c32af89fd306 | | DCN | 97.26 | Not recorded | 69f433be55a3c32af89fd306 | | AutoInt | 96.48 | Not recorded | 69f433be55a3c32af89fd306 | | NODE | 96.24 | Not recorded | 69f433be55a3c32af89fd306 | | AdaBoost | 91.81 | Not recorded | 69f433be55a3c32af89fd306 | | TANGOS | 91.2 | Not recorded | 69f433be55a3c32af89fd306 | | Naive Bayes | 88.17 | Not recorded | 69f433be55a3c32af89fd306 | ### ZAYAN Accuracy: 99.77. Result ID: 69f4616e47f34ce924da4314. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TabICL Accuracy: 99.74. Result ID: 69f4616e47f34ce924da4310. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TANDEM Accuracy: 99.72. Result ID: 69f4616e47f34ce924da4311. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### Log. Reg. Accuracy: 99.7. Result ID: 69f4616e47f34ce924da42f7. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### 1D CNN Accuracy: 99.66. Result ID: 69f4616e47f34ce924da4303. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### MLP Accuracy: 99.54. Result ID: 69f4616e47f34ce924da42fd. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### LGBM Accuracy: 99.54. Result ID: 69f4616e47f34ce924da4301. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### CatBoost Accuracy: 99.5. Result ID: 69f4616e47f34ce924da42fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### XGBoost Accuracy: 99.43. Result ID: 69f4616e47f34ce924da4300. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### GBM Accuracy: 99.36. Result ID: 69f4616e47f34ce924da4302. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TabM Accuracy: 99.36. Result ID: 69f4616e47f34ce924da430f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### Random Forest Accuracy: 99.34. Result ID: 69f4616e47f34ce924da42f8. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TabR Accuracy: 99.32. Result ID: 69f4616e47f34ce924da430e. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### SAINT Accuracy: 99.2. Result ID: 69f4616e47f34ce924da4308. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### KNN Accuracy: 98.85. Result ID: 69f4616e47f34ce924da42fb. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TabSeq Accuracy: 98.58. Result ID: 69f4616e47f34ce924da4307. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### SVM Accuracy: 98.51. Result ID: 69f4616e47f34ce924da42f9. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### DeepFM Accuracy: 98.48. Result ID: 69f4616e47f34ce924da4309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TabNet Accuracy: 98.45. Result ID: 69f4616e47f34ce924da4304. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### FT-T Accuracy: 98.2. Result ID: 69f4616e47f34ce924da4305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TabulaRNN Accuracy: 98.2. Result ID: 69f4616e47f34ce924da4312. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### ProtoGate Accuracy: 98.16. Result ID: 69f4616e47f34ce924da4313. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TabT Accuracy: 97.86. Result ID: 69f4616e47f34ce924da4306. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### Decision Tree Accuracy: 97.35. Result ID: 69f4616e47f34ce924da42fa. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### DCN Accuracy: 97.26. Result ID: 69f4616e47f34ce924da430a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### AutoInt Accuracy: 96.48. Result ID: 69f4616e47f34ce924da430b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### NODE Accuracy: 96.24. Result ID: 69f4616e47f34ce924da430d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### AdaBoost Accuracy: 91.81. Result ID: 69f4616e47f34ce924da42ff. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### TANGOS Accuracy: 91.2. Result ID: 69f4616e47f34ce924da430c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. ### Naive Bayes Accuracy: 88.17. Result ID: 69f4616e47f34ce924da42fc. [Reporting paper]() Recorded evaluation configuration: {"Validation":"5-fold CV","Rule":"average-tie"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.