# Image Classification on CUB-200 Task 1 100-20 classes Source: [Image Classification on CUB-200 Task 1 100-20 classes]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:17.209Z Evaluation of Image Classification performance on the specific subset 'Task 1 100-20 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 1 100-20 classes | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FG-OrIU | 68.7 | Not recorded | 69705dbde25ad2fa9d1ed430 | | SCRUB-S | 67.87 | Not recorded | 69705dbde25ad2fa9d1ed430 | | GS-LoRA++ | 66.99 | Not recorded | 69705dbde25ad2fa9d1ed430 | | GS-LoRA | 66.61 | Not recorded | 69705dbde25ad2fa9d1ed430 | | LwF | 66.51 | Not recorded | 69705dbde25ad2fa9d1ed430 | | EWC\* | 65.3 | Not recorded | 69705dbde25ad2fa9d1ed430 | | MAS\* | 64.3 | Not recorded | 69705dbde25ad2fa9d1ed430 | | L2\* | 64.17 | Not recorded | 69705dbde25ad2fa9d1ed430 | | Pre-train | 62.6 | Not recorded | 69705dbde25ad2fa9d1ed430 | | DER++ | 57.37 | Not recorded | 69705dbde25ad2fa9d1ed430 | | SCRUB | 48.58 | Not recorded | 69705dbde25ad2fa9d1ed430 | | BAD-T | 44.53 | Not recorded | 69705dbde25ad2fa9d1ed430 | | DER | 42.59 | Not recorded | 69705dbde25ad2fa9d1ed430 | | LIRF\* | 34.67 | Not recorded | 69705dbde25ad2fa9d1ed430 | | Retrain | 14.27 | Not recorded | 69705dbde25ad2fa9d1ed430 | | FDR | 8 | Not recorded | 69705dbde25ad2fa9d1ed430 | ### FG-OrIU Accuracy: 68.7. Result ID: 69992c235698665ec49462fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB-S Accuracy: 67.87. Result ID: 69992c235698665ec49462f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GS-LoRA++ Accuracy: 66.99. Result ID: 69992c235698665ec49462f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GS-LoRA Accuracy: 66.61. Result ID: 69992c235698665ec49462f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Accuracy: 66.51. Result ID: 69992c235698665ec49462ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EWC\* Accuracy: 65.3. Result ID: 69992c235698665ec49462ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAS\* Accuracy: 64.3. Result ID: 69992c235698665ec49462ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2\* Accuracy: 64.17. Result ID: 69992c235698665ec49462ec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pre-train Accuracy: 62.6. Result ID: 69992c235698665ec49462eb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER++ Accuracy: 57.37. Result ID: 69992c235698665ec49462f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB Accuracy: 48.58. Result ID: 69992c235698665ec49462f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BAD-T Accuracy: 44.53. Result ID: 69992c235698665ec49462f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER Accuracy: 42.59. Result ID: 69992c235698665ec49462f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LIRF\* Accuracy: 34.67. Result ID: 69992c235698665ec49462f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain Accuracy: 14.27. Result ID: 69992c235698665ec49462f3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FDR Accuracy: 8. Result ID: 69992c235698665ec49462f2. [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.