# Image Classification on ImageNet R-5 Source: [Image Classification on ImageNet R-5]() Collection index: [llms.txt]() Data updated: 2026-05-21T11:48:18.912Z Evaluation of Image Classification performance on the ImageNet R-5 variant, reporting specialized D\_tar metrics (D\_tar,1 through D\_tar,5) and Average. 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) | ImageNet R-5 | | Metric | D\_tar,1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [D\_tar,1](): Higher is better; unit: PERCENT. - [D\_tar,2](): Higher is better; unit: PERCENT. - [D\_tar,3](): Higher is better; unit: PERCENT. - [D\_tar,4](): Higher is better; unit: PERCENT. - [D\_tar,5](): Higher is better; unit: PERCENT. - [Average D\_tar Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | D\_tar,1 | Result date | Report paper | | --- | --- | --- | --- | | MAGMAX | 85 | Not recorded | 6a0e9173f984739ed67389bc | | Tunable MAGMAX | 85 | Not recorded | 6a0e9173f984739ed67389bc | | Baseline | 84 | Not recorded | 6a0e9173f984739ed67389bc | | Average | 84 | Not recorded | 6a0e9173f984739ed67389bc | | TIES-Merging | 84 | Not recorded | 6a0e9173f984739ed67389bc | | Tunable MAGMAX | 84 | Not recorded | 6a0e9173f984739ed67389bc | | Random Mix | 83 | Not recorded | 6a0e9173f984739ed67389bc | ### MAGMAX D\_tar,1: 85. Result ID: 6a0ef0fcfbc373592c0747a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tunable MAGMAX D\_tar,1: 85. Result ID: 6a0ef0fcfbc373592c0747aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Preference control":"Label"}. This record does not assert independent reproduction. ### Baseline D\_tar,1: 84. Result ID: 6a0ef0fcfbc373592c0747a4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Average D\_tar,1: 84. Result ID: 6a0ef0fcfbc373592c0747a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIES-Merging D\_tar,1: 84. Result ID: 6a0ef0fcfbc373592c0747a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tunable MAGMAX D\_tar,1: 84. Result ID: 6a0ef0fcfbc373592c0747a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Preference control":"OT"}. This record does not assert independent reproduction. ### Random Mix D\_tar,1: 83. Result ID: 6a0ef0fcfbc373592c0747a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.