# Image Classification on CUB-200 Task 3 60-20 classes Source: [Image Classification on CUB-200 Task 3 60-20 classes]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:06.018Z Evaluation of Image Classification performance on the specific subset 'Task 3 60-20 classes' derived from the CUB-200 dataset, reporting Accuracy (Accr) and Accuracy F-score (Accf). 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) | CUB-200 Task 3 60-20 classes | | Metric | Accuracy (Accr) | | 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 (Accr)](): Higher is better; unit: PERCENT. - [Accuracy F-score (Accf)](): Higher is better; unit: PERCENT. - [Accuracy (Other)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Accr) | Result date | Report paper | | --- | --- | --- | --- | | FG-OrIU | 70.02 | Not recorded | 69705dbde25ad2fa9d1ed430 | | GS-LoRA | 69.89 | Not recorded | 69705dbde25ad2fa9d1ed430 | | GS-LoRA++ | 68.76 | Not recorded | 69705dbde25ad2fa9d1ed430 | | LwF | 68.61 | Not recorded | 69705dbde25ad2fa9d1ed430 | | L2\* | 68.05 | Not recorded | 69705dbde25ad2fa9d1ed430 | | SCRUB-S | 66.05 | Not recorded | 69705dbde25ad2fa9d1ed430 | | EWC\* | 65.61 | Not recorded | 69705dbde25ad2fa9d1ed430 | | MAS\* | 63.15 | Not recorded | 69705dbde25ad2fa9d1ed430 | | Pre-train | 61.67 | Not recorded | 69705dbde25ad2fa9d1ed430 | | DER++ | 59.87 | Not recorded | 69705dbde25ad2fa9d1ed430 | | SCRUB | 46.45 | Not recorded | 69705dbde25ad2fa9d1ed430 | | BAD-T | 43.97 | Not recorded | 69705dbde25ad2fa9d1ed430 | | LIRF\* | 31.09 | Not recorded | 69705dbde25ad2fa9d1ed430 | | DER | 14.99 | Not recorded | 69705dbde25ad2fa9d1ed430 | | FDR | 14.94 | Not recorded | 69705dbde25ad2fa9d1ed430 | | Retrain | 14.08 | Not recorded | 69705dbde25ad2fa9d1ed430 | ### FG-OrIU Accuracy (Accr): 70.02. Result ID: 69992c235698665ec494631a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GS-LoRA Accuracy (Accr): 69.89. Result ID: 69992c235698665ec4946318. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GS-LoRA++ Accuracy (Accr): 68.76. Result ID: 69992c235698665ec4946319. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Accuracy (Accr): 68.61. Result ID: 69992c235698665ec494630f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2\* Accuracy (Accr): 68.05. Result ID: 69992c235698665ec494630c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB-S Accuracy (Accr): 66.05. Result ID: 69992c235698665ec4946317. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EWC\* Accuracy (Accr): 65.61. Result ID: 69992c235698665ec494630d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAS\* Accuracy (Accr): 63.15. Result ID: 69992c235698665ec494630e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pre-train Accuracy (Accr): 61.67. Result ID: 69992c235698665ec494630b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER++ Accuracy (Accr): 59.87. Result ID: 69992c235698665ec4946311. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB Accuracy (Accr): 46.45. Result ID: 69992c235698665ec4946316. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BAD-T Accuracy (Accr): 43.97. Result ID: 69992c235698665ec4946314. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LIRF\* Accuracy (Accr): 31.09. Result ID: 69992c235698665ec4946315. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER Accuracy (Accr): 14.99. Result ID: 69992c235698665ec4946310. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FDR Accuracy (Accr): 14.94. Result ID: 69992c235698665ec4946312. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain Accuracy (Accr): 14.08. Result ID: 69992c235698665ec4946313. [Reporting 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.