# Image Classification on Dogs & Cats 5.0% bias-conflict ratio Source: [Image Classification on Dogs & Cats 5.0% bias-conflict ratio]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:02:18.959Z Evaluation of Image Classification performance on the Dogs & Cats dataset configured with a 5.0% bias-conflict ratio, reporting BC, BA, and related 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) | Dogs & Cats 5.0% bias-conflict ratio | | Metric | BC Score | | 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 - [BC Score](): Higher is better; unit: PERCENT. - [BA Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Best BC Score](): Higher is better; unit: PERCENT. - [BA (at Best BC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | BC Score | Result date | Report paper | | --- | --- | --- | --- | | BiasEdit | 77.7 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF+BE | 75.45 | Not recorded | 6a17cc4bdbd7150506f81547 | | SoftCon | 69.5 | Not recorded | 6a17cc4bdbd7150506f81547 | | Vanilla | 56.55 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF | 48.28 | Not recorded | 6a17cc4bdbd7150506f81547 | | DFA | 47.75 | Not recorded | 6a17cc4bdbd7150506f81547 | | SelecMix | 40.38 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasAdv | 40.12 | Not recorded | 6a17cc4bdbd7150506f81547 | | DeNetDM | 38.33 | Not recorded | 6a17cc4bdbd7150506f81547 | ### BiasEdit BC Score: 77.7. Result ID: 6a181292fbc373592c1257bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF+BE BC Score: 75.45. Result ID: 6a181292fbc373592c1257b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SoftCon BC Score: 69.5. Result ID: 6a181292fbc373592c1257ba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla BC Score: 56.55. Result ID: 6a181292fbc373592c1257b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF BC Score: 48.28. Result ID: 6a181292fbc373592c1257b8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFA BC Score: 47.75. Result ID: 6a181292fbc373592c1257bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix BC Score: 40.38. Result ID: 6a181292fbc373592c1257bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasAdv BC Score: 40.12. Result ID: 6a181292fbc373592c1257bd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeNetDM BC Score: 38.33. Result ID: 6a181292fbc373592c1257be. [Reporting paper]() [Method origin paper]() [Implementation]() 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.