# 1D Image Classification on sCIFAR 1.0 (test) Source: [1D Image Classification on sCIFAR 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:27:22.873Z Evaluation of 1D Image Classification performance on the test split of the sCIFAR 1.0 dataset, measured by Accuracy. 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 | 1D Image Classification | | Dataset (including any stated split) | sCIFAR 1.0 (test) | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MRConv, Dilated | 94.26 | Not recorded | 68fa74801e209131cea61fbf | | MultiresNet | 93.15 | Not recorded | 68fa74801e209131cea61fbf | | CCNN | 93.08 | Not recorded | 68fa74801e209131cea61fbf | | MRConv, Fourier | 92.67 | Not recorded | 68fa74801e209131cea61fbf | | Long Conv, Learnable Butterfy | 92.5 | Not recorded | 68fa74801e209131cea61fbf | | MRConv, Fourier+Sparse | 92.4 | Not recorded | 68fa74801e209131cea61fbf | | Long Conv, Geom Init | 92.1 | Not recorded | 68fa74801e209131cea61fbf | | Liquid-S4 | 92.02 | Not recorded | 68fa74801e209131cea61fbf | | S4 | 91.8 | Not recorded | 68fa74801e209131cea61fbf | | S5 | 90.1 | Not recorded | 68fa74801e209131cea61fbf | | S4D | 89.92 | Not recorded | 68fa74801e209131cea61fbf | | FlexConv | 80.82 | Not recorded | 68fa74801e209131cea61fbf | | TrellisNet | 73.42 | Not recorded | 68fa74801e209131cea61fbf | | r-LSTM | 72.2 | Not recorded | 68fa74801e209131cea61fbf | | LipschitzRNN | 64.2 | Not recorded | 68fa74801e209131cea61fbf | | CKConv | 63.74 | Not recorded | 68fa74801e209131cea61fbf | | LSTM | 63.01 | Not recorded | 68fa74801e209131cea61fbf | | Transformer | 62.2 | Not recorded | 68fa74801e209131cea61fbf | ### MRConv, Dilated Accuracy: 94.26. Result ID: 69a1636f35dfcabb00e6bc23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024"}. This record does not assert independent reproduction. ### MultiresNet Accuracy: 93.15. Result ID: 69a1636f35dfcabb00e6bc22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"Convolutional Models"}. This record does not assert independent reproduction. ### CCNN Accuracy: 93.08. Result ID: 69a1636f35dfcabb00e6bc21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"Convolutional Models"}. This record does not assert independent reproduction. ### MRConv, Fourier Accuracy: 92.67. Result ID: 69a1636f35dfcabb00e6bc24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024"}. This record does not assert independent reproduction. ### Long Conv, Learnable Butterfy Accuracy: 92.5. Result ID: 69a1636f35dfcabb00e6bc20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024","Category":"Convolutional Models"}. This record does not assert independent reproduction. ### MRConv, Fourier+Sparse Accuracy: 92.4. Result ID: 69a1636f35dfcabb00e6bc25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024"}. This record does not assert independent reproduction. ### Long Conv, Geom Init Accuracy: 92.1. Result ID: 69a1636f35dfcabb00e6bc1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024","Category":"Convolutional Models"}. This record does not assert independent reproduction. ### Liquid-S4 Accuracy: 92.02. Result ID: 69a1636f35dfcabb00e6bc1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"State Space Models"}. This record does not assert independent reproduction. ### S4 Accuracy: 91.8. Result ID: 69a1636f35dfcabb00e6bc1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"State Space Models"}. This record does not assert independent reproduction. ### S5 Accuracy: 90.1. Result ID: 69a1636f35dfcabb00e6bc19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"State Space Models"}. This record does not assert independent reproduction. ### S4D Accuracy: 89.92. Result ID: 69a1636f35dfcabb00e6bc18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024","Category":"State Space Models"}. This record does not assert independent reproduction. ### FlexConv Accuracy: 80.82. Result ID: 69a1636f35dfcabb00e6bc1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"Convolutional Models"}. This record does not assert independent reproduction. ### TrellisNet Accuracy: 73.42. Result ID: 69a1636f35dfcabb00e6bc1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"Convolutional Models"}. This record does not assert independent reproduction. ### r-LSTM Accuracy: 72.2. Result ID: 69a1636f35dfcabb00e6bc17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024","Category":"RNNs"}. This record does not assert independent reproduction. ### LipschitzRNN Accuracy: 64.2. Result ID: 69a1636f35dfcabb00e6bc16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"RNNs"}. This record does not assert independent reproduction. ### CKConv Accuracy: 63.74. Result ID: 69a1636f35dfcabb00e6bc1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024","Category":"Convolutional Models"}. This record does not assert independent reproduction. ### LSTM Accuracy: 63.01. Result ID: 69a1636f35dfcabb00e6bc15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input length":"1024","Category":"RNNs"}. This record does not assert independent reproduction. ### Transformer Accuracy: 62.2. Result ID: 69a1636f35dfcabb00e6bc14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input length":"1024"}. This record does not assert independent reproduction. Page 1 of 1. 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