# Image Classification on CIFAR10 (test) (Custom Metrics RB1-RB12) Source: [Image Classification on CIFAR10 (test) (Custom Metrics RB1-RB12)]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:52:21.926Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting results across 12 custom or preliminary metrics labeled RB1 through RB12. 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) | CIFAR10 (test) | | Metric | Custom Metric RB12 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Custom Metric RB12](): Higher is better; unit: PERCENT. - [Custom Metric RB1](): Higher is better; unit: PERCENT. - [Custom Metric RB2](): Higher is better; unit: PERCENT. - [Custom Metric RB3](): Higher is better; unit: PERCENT. - [Custom Metric RB4](): Higher is better; unit: PERCENT. - [Custom Metric RB5](): Higher is better; unit: PERCENT. - [Custom Metric RB6](): Higher is better; unit: PERCENT. - [Custom Metric RB7](): Higher is better; unit: PERCENT. - [Custom Metric RB8](): Higher is better; unit: PERCENT. - [Custom Metric RB9](): Higher is better; unit: PERCENT. - [Custom Metric RB10](): Higher is better; unit: PERCENT. - [Custom Metric RB11](): Higher is better; unit: PERCENT. ## Recorded results | Method | Custom Metric RB12 | Result date | Report paper | | --- | --- | --- | --- | | CLIP (zero-shot) | 96.2 | Not recorded | 6a0beee3dbc836b87d82c7ad | | CLIP (zero-shot) | 91.3 | Not recorded | 6a0beee3dbc836b87d82c7ad | | Jumper | 91 | Not recorded | 6a0beee3dbc836b87d82c7ad | | T-GEMs + Jumper | 91 | Not recorded | 6a0beee3dbc836b87d82c7ad | | T-GEMs + Jumper | 89 | Not recorded | 6a0beee3dbc836b87d82c7ad | | T-GEMs + Jumper | 84 | Not recorded | 6a0beee3dbc836b87d82c7ad | | Jumper | 83 | Not recorded | 6a0beee3dbc836b87d82c7ad | | Sampling-based | 82 | Not recorded | 6a0beee3dbc836b87d82c7ad | | T-GEMs + Jumper | 77 | Not recorded | 6a0beee3dbc836b87d82c7ad | | Sampling-based | 76 | Not recorded | 6a0beee3dbc836b87d82c7ad | | Sampling-based | 58 | Not recorded | 6a0beee3dbc836b87d82c7ad | | Sampling-based | 56 | Not recorded | 6a0beee3dbc836b87d82c7ad | | T-GEMs + Jumper | 54 | Not recorded | 6a0beee3dbc836b87d82c7ad | | T-GEMs + Jumper | 51 | Not recorded | 6a0beee3dbc836b87d82c7ad | ### CLIP (zero-shot) Custom Metric RB12: 96.2. Result ID: 6a0c3fb5fbc373592c0318ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L-14"}. This record does not assert independent reproduction. ### CLIP (zero-shot) Custom Metric RB12: 91.3. Result ID: 6a0c3fb5fbc373592c0318ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B-32"}. This record does not assert independent reproduction. ### Jumper Custom Metric RB12: 91. Result ID: 6a0c3fb5fbc373592c0318e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Ls","SF":"Cosine","AP":"164.5k","Backbone":"ViT-B-32"}. This record does not assert independent reproduction. ### T-GEMs + Jumper Custom Metric RB12: 91. Result ID: 6a0c3fb5fbc373592c0318ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Lr + Ls","SF":"Cosine","AP":"362k","Backbone":"ViT-B-32"}. This record does not assert independent reproduction. ### T-GEMs + Jumper Custom Metric RB12: 89. Result ID: 6a0c3fb5fbc373592c0318e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Lr + Ls","SF":"class-rate","AP":"362k","Backbone":"ViT-B-32"}. This record does not assert independent reproduction. ### T-GEMs + Jumper Custom Metric RB12: 84. Result ID: 6a0c3fb5fbc373592c0318eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Lr + Ls","SF":"Cosine","AP":"592k","Backbone":"ViT-L-14"}. This record does not assert independent reproduction. ### Jumper Custom Metric RB12: 83. Result ID: 6a0c3fb5fbc373592c0318e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Ls","SF":"Cosine","AP":"230k","Backbone":"ViT-L-14"}. This record does not assert independent reproduction. ### Sampling-based Custom Metric RB12: 82. Result ID: 6a0c3fb5fbc373592c0318e0. [Reporting paper]() Recorded evaluation configuration: {"Loss":"-","SF":"class-rate","AP":"0","Backbone":"ViT-B-32"}. This record does not assert independent reproduction. ### T-GEMs + Jumper Custom Metric RB12: 77. Result ID: 6a0c3fb5fbc373592c0318e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Lr + Ls","SF":"class-rate","AP":"592k","Backbone":"ViT-L-14"}. This record does not assert independent reproduction. ### Sampling-based Custom Metric RB12: 76. Result ID: 6a0c3fb5fbc373592c0318e2. [Reporting paper]() Recorded evaluation configuration: {"Loss":"-","SF":"Cosine","AP":"0","Backbone":"ViT-B-32"}. This record does not assert independent reproduction. ### Sampling-based Custom Metric RB12: 58. Result ID: 6a0c3fb5fbc373592c0318e3. [Reporting paper]() Recorded evaluation configuration: {"Loss":"-","SF":"Cosine","AP":"0","Backbone":"ViT-L-14"}. This record does not assert independent reproduction. ### Sampling-based Custom Metric RB12: 56. Result ID: 6a0c3fb5fbc373592c0318e1. [Reporting paper]() Recorded evaluation configuration: {"Loss":"-","SF":"class-rate","AP":"0","Backbone":"ViT-L-14"}. This record does not assert independent reproduction. ### T-GEMs + Jumper Custom Metric RB12: 54. Result ID: 6a0c3fb5fbc373592c0318e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Lr","SF":"class-rate","AP":"362k","Backbone":"ViT-B-32"}. This record does not assert independent reproduction. ### T-GEMs + Jumper Custom Metric RB12: 51. Result ID: 6a0c3fb5fbc373592c0318e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"Lr","SF":"class-rate","AP":"592k","Backbone":"ViT-L-14"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.