# Image Classification on TU Berlin transformed (test) Source: [Image Classification on TU Berlin transformed (test)]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:55:47.612Z Evaluation of Image Classification performance on the test split of the TU Berlin transformed dataset, reporting Accuracy. 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) | TU Berlin transformed (test) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Augm. | 40.7 | Not recorded | 6a3b6486206542251d7c9683 | | Learned | 31.2 | Not recorded | 6a3b6486206542251d7c9683 | | STN | 28.5 | Not recorded | 6a3b6486206542251d7c9683 | | OODC | 28.1 | Not recorded | 6a3b6486206542251d7c9683 | | ITSb | 25.7 | Not recorded | 6a3b6486206542251d7c9683 | | ITSa | 22 | Not recorded | 6a3b6486206542251d7c9683 | | ITS | 19.7 | Not recorded | 6a3b6486206542251d7c9683 | | Vanilla | 8.2 | Not recorded | 6a3b6486206542251d7c9683 | | TTA | 8.2 | Not recorded | 6a3b6486206542251d7c9683 | ### Augm. Accuracy: 40.7. Result ID: 6a3b8d7dfbc373592c4409b2. [Reporting paper]() Recorded evaluation configuration: {"Requires Retraining":"Yes"}. This record does not assert independent reproduction. ### Learned Accuracy: 31.2. Result ID: 6a3b8d7dfbc373592c4409b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Requires Retraining":"Yes"}. This record does not assert independent reproduction. ### STN Accuracy: 28.5. Result ID: 6a3b8d7dfbc373592c4409b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Requires Retraining":"Yes"}. This record does not assert independent reproduction. ### OODC Accuracy: 28.1. Result ID: 6a3b8d7dfbc373592c4409ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Requires Retraining":"No"}. This record does not assert independent reproduction. ### ITSb Accuracy: 25.7. Result ID: 6a3b8d7dfbc373592c4409b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Requires Retraining":"No"}. This record does not assert independent reproduction. ### ITSa Accuracy: 22. Result ID: 6a3b8d7dfbc373592c4409b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Requires Retraining":"No"}. This record does not assert independent reproduction. ### ITS Accuracy: 19.7. Result ID: 6a3b8d7dfbc373592c4409b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Requires Retraining":"No"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 8.2. Result ID: 6a3b8d7dfbc373592c4409b5. [Reporting paper]() Recorded evaluation configuration: {"Requires Retraining":"No"}. This record does not assert independent reproduction. ### TTA Accuracy: 8.2. Result ID: 6a3b8d7dfbc373592c4409b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Requires Retraining":"No"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.