# Concept Unlearning on Imagenette Source: [Concept Unlearning on Imagenette]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:32.474Z Evaluation of Concept Unlearning effectiveness on the Imagenette dataset, measured by per-class accuracy for the 10 core classes, overall average accuracy, and CLIP-based similarity scores (CLIPcoco). 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 | Concept Unlearning | | Dataset (including any stated split) | Imagenette | | Metric | Accuracy (garbage truck) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 (garbage truck)](): Higher is better; unit: PERCENT. - [Accuracy (cassette player)](): Higher is better; unit: PERCENT. - [Accuracy (tench)](): Higher is better; unit: PERCENT. - [Accuracy (English springer)](): Higher is better; unit: PERCENT. - [Accuracy (chain saw)](): Higher is better; unit: PERCENT. - [Accuracy (parachute)](): Higher is better; unit: PERCENT. - [Accuracy (golf ball)](): Higher is better; unit: PERCENT. - [Accuracy (church)](): Higher is better; unit: PERCENT. - [Accuracy (French horn)](): Higher is better; unit: PERCENT. - [Accuracy (gas pump)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. - [CLIP Similarity (CLIPcoco)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy (garbage truck) | Result date | Report paper | | --- | --- | --- | --- | | SD v1.5 | 89.1 | Not recorded | 6965d1846343fa78c832351c | | MACE | 82.8 | Not recorded | 6965d1846343fa78c832351c | | FMN | 78.9 | Not recorded | 6965d1846343fa78c832351c | | SPM | 53.6 | Not recorded | 6965d1846343fa78c832351c | | AC | 49.2 | Not recorded | 6965d1846343fa78c832351c | | ESD | 31.6 | Not recorded | 6965d1846343fa78c832351c | | UCE | 28.9 | Not recorded | 6965d1846343fa78c832351c | | SalUn | 10.6 | Not recorded | 6965d1846343fa78c832351c | | CP | 6.7 | Not recorded | 6965d1846343fa78c832351c | | FIA | 0.5 | Not recorded | 6965d1846343fa78c832351c | ### SD v1.5 Accuracy (garbage truck): 89.1. Result ID: 6997e0305698665ec438e9cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MACE Accuracy (garbage truck): 82.8. Result ID: 6997e0305698665ec438e9d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FMN Accuracy (garbage truck): 78.9. Result ID: 6997e0305698665ec438e9ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPM Accuracy (garbage truck): 53.6. Result ID: 6997e0305698665ec438e9d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AC Accuracy (garbage truck): 49.2. Result ID: 6997e0305698665ec438e9cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ESD Accuracy (garbage truck): 31.6. Result ID: 6997e0305698665ec438e9d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UCE Accuracy (garbage truck): 28.9. Result ID: 6997e0305698665ec438e9d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SalUn Accuracy (garbage truck): 10.6. Result ID: 6997e0305698665ec438e9d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CP Accuracy (garbage truck): 6.7. Result ID: 6997e0305698665ec438e9d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FIA Accuracy (garbage truck): 0.5. Result ID: 6997e0305698665ec438e9d6. [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.