# Image Classification on Dogs & Cats 1.0% bias-conflict ratio Source: [Image Classification on Dogs & Cats 1.0% bias-conflict ratio]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:02:18.925Z Evaluation of Image Classification performance on the Dogs & Cats dataset variant characterized by a 1.0% bias-conflict ratio, using specialized metrics like BC and BA. 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 1.0% bias-conflict ratio | | Metric | 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 - [BC](): Higher is better; unit: PERCENT. - [BA](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Best BC](): Higher is better; unit: PERCENT. - [BA (at best BC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | BC | Result date | Report paper | | --- | --- | --- | --- | | BiasEdit | 63.04 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF+BE | 58.04 | Not recorded | 6a17cc4bdbd7150506f81547 | | LfF | 46.1 | Not recorded | 6a17cc4bdbd7150506f81547 | | SelecMix | 41.05 | Not recorded | 6a17cc4bdbd7150506f81547 | | DFA | 33.73 | Not recorded | 6a17cc4bdbd7150506f81547 | | SoftCon | 32 | Not recorded | 6a17cc4bdbd7150506f81547 | | Vanilla | 27.28 | Not recorded | 6a17cc4bdbd7150506f81547 | | BiasAdv | 21.08 | Not recorded | 6a17cc4bdbd7150506f81547 | | DeNetDM | 17.66 | Not recorded | 6a17cc4bdbd7150506f81547 | ### BiasEdit BC: 63.04. Result ID: 6a181292fbc373592c1257b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF+BE BC: 58.04. Result ID: 6a181292fbc373592c1257b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LfF BC: 46.1. Result ID: 6a181292fbc373592c1257af. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelecMix BC: 41.05. Result ID: 6a181292fbc373592c1257b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFA BC: 33.73. Result ID: 6a181292fbc373592c1257b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SoftCon BC: 32. Result ID: 6a181292fbc373592c1257b1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla BC: 27.28. Result ID: 6a181292fbc373592c1257ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiasAdv BC: 21.08. Result ID: 6a181292fbc373592c1257b4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeNetDM BC: 17.66. Result ID: 6a181292fbc373592c1257b5. [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.