# Image Classification on ImageNet100 Task 4(40-20) 1.0 (test) Source: [Image Classification on ImageNet100 Task 4(40-20) 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:17.277Z Evaluation of Image Classification performance on the specific test split 'Task 4(40-20) 1.0' of the ImageNet100 dataset, measured using metrics like Accuracy (Accr), F1 Score (Accf), Harmonic Mean (H), and Overall Accuracy (Acco). 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) | ImageNet100 Task 4(40-20) 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [Harmonic Mean](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DER++ | 94.8 | Not recorded | 69705dbde25ad2fa9d1ed430 | | DER | 94.7 | Not recorded | 69705dbde25ad2fa9d1ed430 | | Pre-train | 92.8 | Not recorded | 69705dbde25ad2fa9d1ed430 | | FG-OrIU | 92.1 | Not recorded | 69705dbde25ad2fa9d1ed430 | | L2\* | 89.9 | Not recorded | 69705dbde25ad2fa9d1ed430 | | EWC\* | 89.5 | Not recorded | 69705dbde25ad2fa9d1ed430 | | GS-LoRA++ | 87.5 | Not recorded | 69705dbde25ad2fa9d1ed430 | | GS-LoRA | 86.3 | Not recorded | 69705dbde25ad2fa9d1ed430 | | LwF | 85.7 | Not recorded | 69705dbde25ad2fa9d1ed430 | | MAS\* | 77.9 | Not recorded | 69705dbde25ad2fa9d1ed430 | | SCRUB-S | 71.4 | Not recorded | 69705dbde25ad2fa9d1ed430 | | SCRUB | 70.3 | Not recorded | 69705dbde25ad2fa9d1ed430 | | LIRF\* | 68.46 | Not recorded | 69705dbde25ad2fa9d1ed430 | | BAD-T | 68.17 | Not recorded | 69705dbde25ad2fa9d1ed430 | | Retrain | 60.6 | Not recorded | 69705dbde25ad2fa9d1ed430 | | FDR | 33.5 | Not recorded | 69705dbde25ad2fa9d1ed430 | ### DER++ Accuracy: 94.8. Result ID: 69992c235698665ec4946361. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER Accuracy: 94.7. Result ID: 69992c235698665ec4946360. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pre-train Accuracy: 92.8. Result ID: 69992c235698665ec494635b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FG-OrIU Accuracy: 92.1. Result ID: 69992c235698665ec494636a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2\* Accuracy: 89.9. Result ID: 69992c235698665ec494635c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EWC\* Accuracy: 89.5. Result ID: 69992c235698665ec494635d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GS-LoRA++ Accuracy: 87.5. Result ID: 69992c235698665ec4946369. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GS-LoRA Accuracy: 86.3. Result ID: 69992c235698665ec4946368. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Accuracy: 85.7. Result ID: 69992c235698665ec494635f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAS\* Accuracy: 77.9. Result ID: 69992c235698665ec494635e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB-S Accuracy: 71.4. Result ID: 69992c235698665ec4946367. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB Accuracy: 70.3. Result ID: 69992c235698665ec4946366. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LIRF\* Accuracy: 68.46. Result ID: 69992c235698665ec4946365. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BAD-T Accuracy: 68.17. Result ID: 69992c235698665ec4946364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain Accuracy: 60.6. Result ID: 69992c235698665ec4946363. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FDR Accuracy: 33.5. Result ID: 69992c235698665ec4946362. [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.