# Image Classification on Waterbirds Flip (test) Source: [Image Classification on Waterbirds Flip (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:54.718Z Evaluation of Image Classification performance on the test split of the Waterbirds Flip dataset, reporting accuracy. 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 Flip (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [Relative Improvement (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CF(CAGAN) + F(Random) + Sal | 90.6 | Not recorded | 68fa6a0b1e209131cea25b44 | | CF(CAGAN) + F(Random) | 89.6 | Not recorded | 68fa6a0b1e209131cea25b44 | | CF(CAGAN) | 85.6 | Not recorded | 68fa6a0b1e209131cea25b44 | | CF(Grey) | 81.9 | Not recorded | 68fa6a0b1e209131cea25b44 | | CF(Tile) | 81.6 | Not recorded | 68fa6a0b1e209131cea25b44 | | F(Random) | 80.7 | Not recorded | 68fa6a0b1e209131cea25b44 | | F(Shuffle) | 79.6 | Not recorded | 68fa6a0b1e209131cea25b44 | | LS | 78.7 | Not recorded | 68fa6a0b1e209131cea25b44 | | Sal | 77.6 | Not recorded | 68fa6a0b1e209131cea25b44 | | Mixup | 76.7 | Not recorded | 68fa6a0b1e209131cea25b44 | | Original | 76.1 | Not recorded | 68fa6a0b1e209131cea25b44 | | CF(Random) | 73.2 | Not recorded | 68fa6a0b1e209131cea25b44 | | CF(Shuffle) | 71.7 | Not recorded | 68fa6a0b1e209131cea25b44 | | F(FGSM) | 69.3 | Not recorded | 68fa6a0b1e209131cea25b44 | ### CF(CAGAN) + F(Random) + Sal Accuracy: 90.6. Result ID: 698e03a2ffc3901de09a27e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CF(CAGAN) + F(Random) Accuracy: 89.6. Result ID: 698e03a2ffc3901de09a27e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CF(CAGAN) Accuracy: 85.6. Result ID: 698e03a2ffc3901de09a27dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"CAGAN"}. This record does not assert independent reproduction. ### CF(Grey) Accuracy: 81.9. Result ID: 698e03a2ffc3901de09a27d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"Grey"}. This record does not assert independent reproduction. ### CF(Tile) Accuracy: 81.6. Result ID: 698e03a2ffc3901de09a27db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"Tile"}. This record does not assert independent reproduction. ### F(Random) Accuracy: 80.7. Result ID: 698e03a2ffc3901de09a27dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"Random"}. This record does not assert independent reproduction. ### F(Shuffle) Accuracy: 79.6. Result ID: 698e03a2ffc3901de09a27de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"Shuffle"}. This record does not assert independent reproduction. ### LS Accuracy: 78.7. Result ID: 698e03a2ffc3901de09a27e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":0.1}. This record does not assert independent reproduction. ### Sal Accuracy: 77.6. Result ID: 698e03a2ffc3901de09a27d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"lambda":10}. This record does not assert independent reproduction. ### Mixup Accuracy: 76.7. Result ID: 698e03a2ffc3901de09a27e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.1}. This record does not assert independent reproduction. ### Original Accuracy: 76.1. Result ID: 698e03a2ffc3901de09a27d6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CF(Random) Accuracy: 73.2. Result ID: 698e03a2ffc3901de09a27d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"Random"}. This record does not assert independent reproduction. ### CF(Shuffle) Accuracy: 71.7. Result ID: 698e03a2ffc3901de09a27da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"Shuffle"}. This record does not assert independent reproduction. ### F(FGSM) Accuracy: 69.3. Result ID: 698e03a2ffc3901de09a27df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmentation":"FGSM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.