# Image Classification on CIFAR-10 8000 images (test) Source: [Image Classification on CIFAR-10 8000 images (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T11:48:26.696Z Evaluation of standard Image Classification accuracy on a specific 8000-image subset of the CIFAR-10 test set. 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 | Image Classification | | Dataset (including any stated split) | CIFAR-10 8000 images (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 | | --- | --- | --- | --- | | V1b var | 93.2 | Not recorded | 6a02b465dbc836b87d824abf | | V1 4-smt. | 93.2 | Not recorded | 6a02b465dbc836b87d824abf | | A5 4-raw | 93.2 | Not recorded | 6a02b465dbc836b87d824abf | | V1a peak | 92.7 | Not recorded | 6a02b465dbc836b87d824abf | | NL\_sin | 92.6 | Not recorded | 6a02b465dbc836b87d824abf | | PureMag4 | 92.6 | Not recorded | 6a02b465dbc836b87d824abf | | RandSpl. | 92.5 | Not recorded | 6a02b465dbc836b87d824abf | | A5\_Log6 | 92 | Not recorded | 6a02b465dbc836b87d824abf | | Taylor baseline | 91.1 | Not recorded | 6a02b465dbc836b87d824abf | | V1 4-smt. | 86.8 | Not recorded | 6a02b465dbc836b87d824abf | | RandSpl. | 86.7 | Not recorded | 6a02b465dbc836b87d824abf | | V1a peak | 86.5 | Not recorded | 6a02b465dbc836b87d824abf | | V1b var | 85.8 | Not recorded | 6a02b465dbc836b87d824abf | | A5\_Log6 | 85.7 | Not recorded | 6a02b465dbc836b87d824abf | | A5 4-raw | 85.1 | Not recorded | 6a02b465dbc836b87d824abf | | NL\_sin | 83.9 | Not recorded | 6a02b465dbc836b87d824abf | | PureMag4 | 83.4 | Not recorded | 6a02b465dbc836b87d824abf | | Taylor baseline | 75.7 | Not recorded | 6a02b465dbc836b87d824abf | | A5 4-raw | 69.3 | Not recorded | 6a02b465dbc836b87d824abf | | V1 4-smt. | 68.8 | Not recorded | 6a02b465dbc836b87d824abf | | V1b var | 66.8 | Not recorded | 6a02b465dbc836b87d824abf | | NL\_sin | 64.8 | Not recorded | 6a02b465dbc836b87d824abf | | A5\_Log6 | 62.9 | Not recorded | 6a02b465dbc836b87d824abf | | RandSpl. | 62.7 | Not recorded | 6a02b465dbc836b87d824abf | | V1a peak | 62.2 | Not recorded | 6a02b465dbc836b87d824abf | | Taylor baseline | 60 | Not recorded | 6a02b465dbc836b87d824abf | | PureMag4 | 58 | Not recorded | 6a02b465dbc836b87d824abf | | A5 4-raw | 40.3 | Not recorded | 6a02b465dbc836b87d824abf | | V1a peak | 37.7 | Not recorded | 6a02b465dbc836b87d824abf | | RandSpl. | 37.2 | Not recorded | 6a02b465dbc836b87d824abf | | V1 4-smt. | 35.6 | Not recorded | 6a02b465dbc836b87d824abf | | NL\_sin | 35.5 | Not recorded | 6a02b465dbc836b87d824abf | | A5\_Log6 | 34.2 | Not recorded | 6a02b465dbc836b87d824abf | | PureMag4 | 33.9 | Not recorded | 6a02b465dbc836b87d824abf | | V1b var | 32.7 | Not recorded | 6a02b465dbc836b87d824abf | | Taylor baseline | 24.7 | Not recorded | 6a02b465dbc836b87d824abf | ### V1b var Accuracy: 93.2. Result ID: 6a03137847f34ce924e701d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1 4-smt. Accuracy: 93.2. Result ID: 6a03137847f34ce924e701d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5 4-raw Accuracy: 93.2. Result ID: 6a03137847f34ce924e701d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1a peak Accuracy: 92.7. Result ID: 6a03137847f34ce924e701d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### NL\_sin Accuracy: 92.6. Result ID: 6a03137847f34ce924e701db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### PureMag4 Accuracy: 92.6. Result ID: 6a03137847f34ce924e701dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### RandSpl. Accuracy: 92.5. Result ID: 6a03137847f34ce924e701d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5\_Log6 Accuracy: 92. Result ID: 6a03137847f34ce924e701da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### Taylor baseline Accuracy: 91.1. Result ID: 6a03137847f34ce924e701d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.5","Backbone":"ViT-Small","Feature class":"Baseline","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1 4-smt. Accuracy: 86.8. Result ID: 6a03137847f34ce924e701e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### RandSpl. Accuracy: 86.7. Result ID: 6a03137847f34ce924e701df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1a peak Accuracy: 86.5. Result ID: 6a03137847f34ce924e701de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1b var Accuracy: 85.8. Result ID: 6a03137847f34ce924e701e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5\_Log6 Accuracy: 85.7. Result ID: 6a03137847f34ce924e701e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5 4-raw Accuracy: 85.1. Result ID: 6a03137847f34ce924e701e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### NL\_sin Accuracy: 83.9. Result ID: 6a03137847f34ce924e701e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### PureMag4 Accuracy: 83.4. Result ID: 6a03137847f34ce924e701e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### Taylor baseline Accuracy: 75.7. Result ID: 6a03137847f34ce924e701dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.6","Backbone":"ViT-Small","Feature class":"Baseline","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5 4-raw Accuracy: 69.3. Result ID: 6a03137847f34ce924e701eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1 4-smt. Accuracy: 68.8. Result ID: 6a03137847f34ce924e701ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1b var Accuracy: 66.8. Result ID: 6a03137847f34ce924e701e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### NL\_sin Accuracy: 64.8. Result ID: 6a03137847f34ce924e701ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5\_Log6 Accuracy: 62.9. Result ID: 6a03137847f34ce924e701ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### RandSpl. Accuracy: 62.7. Result ID: 6a03137847f34ce924e701e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1a peak Accuracy: 62.2. Result ID: 6a03137847f34ce924e701e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### Taylor baseline Accuracy: 60. Result ID: 6a03137847f34ce924e701e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"Baseline","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### PureMag4 Accuracy: 58. Result ID: 6a03137847f34ce924e701ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.7","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5 4-raw Accuracy: 40.3. Result ID: 6a03137847f34ce924e701f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1a peak Accuracy: 37.7. Result ID: 6a03137847f34ce924e701f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### RandSpl. Accuracy: 37.2. Result ID: 6a03137847f34ce924e701f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1 4-smt. Accuracy: 35.6. Result ID: 6a03137847f34ce924e701f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### NL\_sin Accuracy: 35.5. Result ID: 6a03137847f34ce924e701f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### A5\_Log6 Accuracy: 34.2. Result ID: 6a03137847f34ce924e701f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"κ=2 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### PureMag4 Accuracy: 33.9. Result ID: 6a03137847f34ce924e701f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"control","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### V1b var Accuracy: 32.7. Result ID: 6a03137847f34ce924e701f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"κ=0 / κ=1 class","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. ### Taylor baseline Accuracy: 24.7. Result ID: 6a03137847f34ce924e701ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity (S)":"0.8","Backbone":"ViT-Small","Feature class":"Baseline","Statistical protocol":"3 seeds"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.