# Image Classification on Waterbirds 1.0% bias-conflict ratio Source: [Image Classification on Waterbirds 1.0% bias-conflict ratio]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:02:18.997Z Evaluation of Image Classification performance on the Waterbirds dataset configured specifically for the 1.0% bias-conflict ratio scenario, reporting metrics related to bias and accuracy trade-offs. 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 1.0% bias-conflict ratio | | Metric | Bias Conflict (BC) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Bias Conflict (BC)](): Higher is better; unit: PERCENT. - [Bias Avoidance (BA)](): Higher is better; unit: PERCENT. - [Average Performance](): Higher is better; unit: PERCENT. - [Best Bias Conflict (BC)](): Higher is better; unit: PERCENT. - [Bias Avoidance (at best BC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bias Conflict (BC) | Result date | Report paper | | --- | --- | --- | --- | | LfF+BE | 70.7 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasEdit | 59.79 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF | 58.6 | Not recorded | 6a17cc4bdbd7150506f81547 | | SelecMix | 49.47 | Not recorded | 6a17cc4bdbd7150506f81547 | | DisEnt | 44.79 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasAdv | 33.65 | Not recorded | 6a17cc4bdbd7150506f81547 | | SoftCon | 32.27 | Not recorded | 6a17cc4bdbd7150506f81547 | | DeNetDM | 28.63 | Not recorded | 6a17cc4bdbd7150506f81547 | | Vanilla | 27.73 | Not recorded | 6a17cc4bdbd7150506f81547 | ### LfF+BE Bias Conflict (BC): 70.7. Result ID: 6a181292fbc373592c1257c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasEdit Bias Conflict (BC): 59.79. Result ID: 6a181292fbc373592c1257c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF Bias Conflict (BC): 58.6. Result ID: 6a181292fbc373592c1257c1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix Bias Conflict (BC): 49.47. Result ID: 6a181292fbc373592c1257c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DisEnt Bias Conflict (BC): 44.79. Result ID: 6a181292fbc373592c1257c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasAdv Bias Conflict (BC): 33.65. Result ID: 6a181292fbc373592c1257c6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SoftCon Bias Conflict (BC): 32.27. Result ID: 6a181292fbc373592c1257c3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeNetDM Bias Conflict (BC): 28.63. Result ID: 6a181292fbc373592c1257c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla Bias Conflict (BC): 27.73. Result ID: 6a181292fbc373592c1257c0. [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.