# Image Classification on ImageNet-R 1.0 (test) Source: [Image Classification on ImageNet-R 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:08.850Z Evaluation of Image Classification performance on the test split of the ImageNet-R version 1.0 dataset, measured using standard accuracy metrics. 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 1.0 (test) | | 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. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeYO | 0.603 | Not recorded | 68fa72801e209131cea56d2d | | GPS | 0.57 | Not recorded | 68fa75eb1e209131cea6a9f4 | | SSF | 0.5677 | Not recorded | 68fa75eb1e209131cea6a9f4 | | Bias Tuning | 0.5594 | Not recorded | 68fa75eb1e209131cea6a9f4 | | Adapter | 0.5413 | Not recorded | 68fa75eb1e209131cea6a9f4 | | VPT-Shallow | 0.5372 | Not recorded | 68fa75eb1e209131cea6a9f4 | | VPT-Deep | 0.5354 | Not recorded | 68fa75eb1e209131cea6a9f4 | | Linear Probing | 0.5287 | Not recorded | 68fa75eb1e209131cea6a9f4 | | SAR | 0.52 | Not recorded | 68fa72801e209131cea56d2d | | Full Tuning | 0.5129 | Not recorded | 68fa75eb1e209131cea6a9f4 | | Tent | 0.504 | Not recorded | 68fa72801e209131cea56d2d | | DeYO | 0.484 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 0.467 | Not recorded | 68fa72801e209131cea56d2d | | Tent | 0.443 | Not recorded | 68fa72801e209131cea56d2d | | No Adapt. | 0.431 | Not recorded | 68fa72801e209131cea56d2d | | SAR | 0.431 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 0.418 | Not recorded | 68fa72801e209131cea56d2d | | No Adapt. | 0.408 | Not recorded | 68fa72801e209131cea56d2d | ### DeYO Accuracy: 0.603. Result ID: 69922f423a6c3148490d2446. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN","Batch Size":1}. This record does not assert independent reproduction. ### GPS Accuracy: 0.57. Result ID: 6993eb2d3a6c31484919784f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### SSF Accuracy: 0.5677. Result ID: 6993eb2d3a6c31484919784e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Bias Tuning Accuracy: 0.5594. Result ID: 6993eb2d3a6c31484919784a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Adapter Accuracy: 0.5413. Result ID: 6993eb2d3a6c31484919784b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### VPT-Shallow Accuracy: 0.5372. Result ID: 6993eb2d3a6c31484919784c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### VPT-Deep Accuracy: 0.5354. Result ID: 6993eb2d3a6c31484919784d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Linear Probing Accuracy: 0.5287. Result ID: 6993eb2d3a6c314849197849. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### SAR Accuracy: 0.52. Result ID: 69922f423a6c3148490d2444. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN","Batch Size":1}. This record does not assert independent reproduction. ### Full Tuning Accuracy: 0.5129. Result ID: 6993eb2d3a6c314849197848. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Tent Accuracy: 0.504. Result ID: 69922f423a6c3148490d2440. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN","Batch Size":1}. This record does not assert independent reproduction. ### DeYO Accuracy: 0.484. Result ID: 69922f423a6c3148490d2445. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":1}. This record does not assert independent reproduction. ### EATA Accuracy: 0.467. Result ID: 69922f423a6c3148490d2442. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN","Batch Size":1}. This record does not assert independent reproduction. ### Tent Accuracy: 0.443. Result ID: 69922f423a6c3148490d243f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":1}. This record does not assert independent reproduction. ### No Adapt. Accuracy: 0.431. Result ID: 69922f423a6c3148490d243e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN","Batch Size":1}. This record does not assert independent reproduction. ### SAR Accuracy: 0.431. Result ID: 69922f423a6c3148490d2443. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":1}. This record does not assert independent reproduction. ### EATA Accuracy: 0.418. Result ID: 69922f423a6c3148490d2441. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":1}. This record does not assert independent reproduction. ### No Adapt. Accuracy: 0.408. Result ID: 69922f423a6c3148490d243d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN","Batch Size":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.