# Image Classification on Waterbirds 100-reverse Source: [Image Classification on Waterbirds 100-reverse]() Collection index: [llms.txt]() Data updated: 2026-07-02T09:26:22.183Z Evaluation of Image Classification performance on the Waterbirds 100-reverse dataset, reporting 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) | Waterbirds 100-reverse | | Metric | Mean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Mean Accuracy](): Higher is better; unit: PERCENT. - [Weighted Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | IPG | 93 | Not recorded | 68fa772a1e209131cea71830 | | GALS | 86.8 | Not recorded | 68fa772a1e209131cea71830 | | EPG B-cos | 83.6 | Not recorded | 68fa772a1e209131cea71830 | | ERM | 83.3 | Not recorded | 68fa772a1e209131cea71830 | | EPG X-DNN | 82.6 | Not recorded | 68fa772a1e209131cea71830 | | EPG IxG | 78.9 | Not recorded | 68fa772a1e209131cea71830 | ### IPG Mean Accuracy: 93. Result ID: 6a462ebb60b88bb339860c25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GALS Mean Accuracy: 86.8. Result ID: 6a462ebb60b88bb339860c24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EPG B-cos Mean Accuracy: 83.6. Result ID: 6a462ebb60b88bb339860c21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ERM Mean Accuracy: 83.3. Result ID: 6a462ebb60b88bb339860c20. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EPG X-DNN Mean Accuracy: 82.6. Result ID: 6a462ebb60b88bb339860c22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EPG IxG Mean Accuracy: 78.9. Result ID: 6a462ebb60b88bb339860c23. [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.