# Classification on Waveform 21,1647,3353 Source: [Classification on Waveform 21,1647,3353]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:41.413Z Evaluation of Classification performance on the Waveform 21,1647,3353 dataset. 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) | Waveform 21,1647,3353 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 | | --- | --- | --- | --- | | Surr | 89.8 | Not recorded | 68fa68261e209131cea1a45a | | Surr | 89.5 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 89.3 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 89.3 | Not recorded | 68fa68261e209131cea1a45a | | Symm | 89.2 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 89 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 89 | Not recorded | 68fa68261e209131cea1a45a | | Surr | 89 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 88.4 | Not recorded | 68fa68261e209131cea1a45a | | Surr | 88.4 | Not recorded | 68fa68261e209131cea1a45a | | Symm | 88.3 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 88.1 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 87 | Not recorded | 68fa68261e209131cea1a45a | | NN | 86.8 | Not recorded | 68fa68261e209131cea1a45a | | Symm | 86.7 | Not recorded | 68fa68261e209131cea1a45a | | Surr | 86.6 | Not recorded | 68fa68261e209131cea1a45a | | NN | 86.3 | Not recorded | 68fa68261e209131cea1a45a | | DMI | 85.6 | Not recorded | 68fa68261e209131cea1a45a | | Peer | 85.3 | Not recorded | 68fa68261e209131cea1a45a | | Surr | 85.2 | Not recorded | 68fa68261e209131cea1a45a | | Symm | 85.2 | Not recorded | 68fa68261e209131cea1a45a | | NN | 83.7 | Not recorded | 68fa68261e209131cea1a45a | | DMI | 83.5 | Not recorded | 68fa68261e209131cea1a45a | | NN | 83.5 | Not recorded | 68fa68261e209131cea1a45a | | Symm | 82.8 | Not recorded | 68fa68261e209131cea1a45a | | NN | 82.8 | Not recorded | 68fa68261e209131cea1a45a | | NN | 81 | Not recorded | 68fa68261e209131cea1a45a | | DMI | 78.5 | Not recorded | 68fa68261e209131cea1a45a | | DMI | 77.3 | Not recorded | 68fa68261e209131cea1a45a | | DMI | 76.1 | Not recorded | 68fa68261e209131cea1a45a | | Symm | 74.5 | Not recorded | 68fa68261e209131cea1a45a | | DMI | 67.2 | Not recorded | 68fa68261e209131cea1a45a | ### Surr Accuracy: 89.8. Result ID: 698d5cb08b517eb43320ecb2. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Surr Accuracy: 89.5. Result ID: 698d5cb08b517eb43320ecad. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Peer Accuracy: 89.3. Result ID: 698d5cb08b517eb43320ec29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"noise\_rates":"0.1, 0.3","prior\_equalization":"p != 0.5"}. This record does not assert independent reproduction. ### Peer Accuracy: 89.3. Result ID: 698d5cb08b517eb43320ecb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Symm Accuracy: 89.2. Result ID: 698d5cb08b517eb43320ecae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Peer Accuracy: 89. Result ID: 698d5cb08b517eb43320ec28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"noise\_rates":"0.1, 0.3","prior\_equalization":"p = 0.5"}. This record does not assert independent reproduction. ### Peer Accuracy: 89. Result ID: 698d5cb08b517eb43320ecac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Surr Accuracy: 89. Result ID: 698d5cb08b517eb43320ecb7. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### Peer Accuracy: 88.4. Result ID: 698d5cb08b517eb43320ecbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### Surr Accuracy: 88.4. Result ID: 698d5cb08b517eb43320ecbc. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### Symm Accuracy: 88.3. Result ID: 698d5cb08b517eb43320ecb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Peer Accuracy: 88.1. Result ID: 698d5cb08b517eb43320ecb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### Peer Accuracy: 87. Result ID: 698d5cb08b517eb43320ecc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### NN Accuracy: 86.8. Result ID: 698d5cb08b517eb43320ecb0. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Symm Accuracy: 86.7. Result ID: 698d5cb08b517eb43320ecc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### Surr Accuracy: 86.6. Result ID: 698d5cb08b517eb43320ecc1. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### NN Accuracy: 86.3. Result ID: 698d5cb08b517eb43320ecb5. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### DMI Accuracy: 85.6. Result ID: 698d5cb08b517eb43320ecaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### Peer Accuracy: 85.3. Result ID: 698d5cb08b517eb43320ecc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### Surr Accuracy: 85.2. Result ID: 698d5cb08b517eb43320ecc6. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### Symm Accuracy: 85.2. Result ID: 698d5cb08b517eb43320ecc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### NN Accuracy: 83.7. Result ID: 698d5cb08b517eb43320ecbf. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### DMI Accuracy: 83.5. Result ID: 698d5cb08b517eb43320ecb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### NN Accuracy: 83.5. Result ID: 698d5cb08b517eb43320ecc4. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### Symm Accuracy: 82.8. Result ID: 698d5cb08b517eb43320ecb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### NN Accuracy: 82.8. Result ID: 698d5cb08b517eb43320ecc9. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### NN Accuracy: 81. Result ID: 698d5cb08b517eb43320ecba. [Reporting paper]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### DMI Accuracy: 78.5. Result ID: 698d5cb08b517eb43320ecb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.1, 0.3"}. This record does not assert independent reproduction. ### DMI Accuracy: 77.3. Result ID: 698d5cb08b517eb43320ecc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p = 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. ### DMI Accuracy: 76.1. Result ID: 698d5cb08b517eb43320ecbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### Symm Accuracy: 74.5. Result ID: 698d5cb08b517eb43320ecbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.2, 0.4"}. This record does not assert independent reproduction. ### DMI Accuracy: 67.2. Result ID: 698d5cb08b517eb43320ecc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Equalization":"p != 0.5","Noise rates (e-1, e+1)":"0.4, 0.4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.