# Image Classification on RxRx1 ID WILDS (val) Source: [Image Classification on RxRx1 ID WILDS (val)]() Collection index: [llms.txt]() Data updated: 2026-03-09T07:20:07.947Z Evaluation of Image Classification performance on the validation split of the RxRx1 dataset from the WILDS suite. 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) | RxRx1 ID WILDS (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 35.9 | Not recorded | 68fa71631e209131cea51178 | | BN adapt | 35 | Not recorded | 68fa71631e209131cea51178 | | ENT | 34.8 | Not recorded | 68fa71631e209131cea51178 | | RPL | 34.8 | Not recorded | 68fa71631e209131cea51178 | | IID Representation Learning | 23.9 | Not recorded | 69ae53f72d603e6de3e42a3d | | ERM (CutMix) | 23.6 | Not recorded | 69ae53f72d603e6de3e42a3d | | ABRA | 22.6 | Not recorded | 69ae53f72d603e6de3e42a3d | | ARM-BN | 20.9 | Not recorded | 69ae53f72d603e6de3e42a3d | | LISA | 20.1 | Not recorded | 69ae53f72d603e6de3e42a3d | | ERM (Grid Search) | 19.4 | Not recorded | 69ae53f72d603e6de3e42a3d | | IRMX | 18.9 | Not recorded | 69ae53f72d603e6de3e42a3d | | IRMX (PAIR Opt) | 18.8 | Not recorded | 69ae53f72d603e6de3e42a3d | | CORAL | 18.5 | Not recorded | 69ae53f72d603e6de3e42a3d | | Group DRO | 15.2 | Not recorded | 69ae53f72d603e6de3e42a3d | | Test-time BN Adaptation | 12.3 | Not recorded | 69ae53f72d603e6de3e42a3d | | IRM | 5.6 | Not recorded | 69ae53f72d603e6de3e42a3d | ### Baseline Top-1 Accuracy: 35.9. Result ID: 6991cc963a6c3148490aaa0e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### BN adapt Top-1 Accuracy: 35. Result ID: 6991cc963a6c3148490aaa0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### ENT Top-1 Accuracy: 34.8. Result ID: 6991cc963a6c3148490aaa10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### RPL Top-1 Accuracy: 34.8. Result ID: 6991cc963a6c3148490aaa11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### IID Representation Learning Top-1 Accuracy: 23.9. Result ID: 69ae74996dbb7075b95626b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### ERM (CutMix) Top-1 Accuracy: 23.6. Result ID: 69ae74996dbb7075b95626b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### ABRA Top-1 Accuracy: 22.6. Result ID: 69ae74996dbb7075b95626b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### ARM-BN Top-1 Accuracy: 20.9. Result ID: 69ae74996dbb7075b95626b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### LISA Top-1 Accuracy: 20.1. Result ID: 69ae74996dbb7075b95626b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### ERM (Grid Search) Top-1 Accuracy: 19.4. Result ID: 69ae74996dbb7075b95626b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### IRMX Top-1 Accuracy: 18.9. Result ID: 69ae74996dbb7075b95626b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### IRMX (PAIR Opt) Top-1 Accuracy: 18.8. Result ID: 69ae74996dbb7075b95626b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### CORAL Top-1 Accuracy: 18.5. Result ID: 69ae74996dbb7075b95626b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### Group DRO Top-1 Accuracy: 15.2. Result ID: 69ae74996dbb7075b95626b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### Test-time BN Adaptation Top-1 Accuracy: 12.3. Result ID: 69ae74996dbb7075b95626ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. ### IRM Top-1 Accuracy: 5.6. Result ID: 69ae74996dbb7075b95626bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50","TTA":"False"}. This record does not assert independent reproduction. Page 1 of 1. 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