# Image Classification on ImageNet-1K ID Source: [Image Classification on ImageNet-1K ID]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:37.521Z Evaluation of Image Classification performance on the ImageNet-1K ID dataset, reporting Accuracy (ACC). 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-1K ID | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | GEN | 81.59 | Not recorded | 69672300e25ad2fa9d1ec0da | | RMDS | 81.14 | Not recorded | 69672300e25ad2fa9d1ec0da | | AugMix + ReAct | 77.63 | Not recorded | 69672300e25ad2fa9d1ec0da | | AugMix + ASH | 77.63 | Not recorded | 69672300e25ad2fa9d1ec0da | | SCALE | 76.18 | Not recorded | 69672300e25ad2fa9d1ec0da | | LAPT | 67.86 | Not recorded | 69672300e25ad2fa9d1ec0da | | CoEvoCSP | 67.36 | Not recorded | 69672300e25ad2fa9d1ec0da | | CSP | 67.35 | Not recorded | 69672300e25ad2fa9d1ec0da | | AdaNeg | 67.13 | Not recorded | 69672300e25ad2fa9d1ec0da | | CoEvoNegLabel | 66.83 | Not recorded | 69672300e25ad2fa9d1ec0da | | NegLabel | 66.82 | Not recorded | 69672300e25ad2fa9d1ec0da | | MCM | 66.28 | Not recorded | 69672300e25ad2fa9d1ec0da | ### GEN Accuracy: 81.59. Result ID: 6997c4545698665ec41b33e7. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### RMDS Accuracy: 81.14. Result ID: 6997c4545698665ec41b33e9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### AugMix + ReAct Accuracy: 77.63. Result ID: 6997c4545698665ec41b33e8. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### AugMix + ASH Accuracy: 77.63. Result ID: 6997c4545698665ec41b33eb. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SCALE Accuracy: 76.18. Result ID: 6997c4545698665ec41b33ea. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### LAPT Accuracy: 67.86. Result ID: 6997c4545698665ec41b33ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CoEvoCSP Accuracy: 67.36. Result ID: 6997c4545698665ec41b33f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CSP Accuracy: 67.35. Result ID: 6997c4545698665ec41b33ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### AdaNeg Accuracy: 67.13. Result ID: 6997c4545698665ec41b33f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CoEvoNegLabel Accuracy: 66.83. Result ID: 6997c4545698665ec41b33f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### NegLabel Accuracy: 66.82. Result ID: 6997c4545698665ec41b33ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MCM Accuracy: 66.28. Result ID: 6997c4545698665ec41b33ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.