# Image Classification on UC-Merced (Top1/Top5 Accuracy) Source: [Image Classification on UC-Merced (Top1/Top5 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:57:40.418Z Evaluation of general image classification performance on the UC Merced dataset, reporting Top-1 and Top-5 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 | Classification | | Dataset (including any stated split) | UC-Merced | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SARCLIP‡ (two stage) | 23 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP † | 21.14 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP (single stage) | 20.29 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP § | 20.14 | Not recorded | 69004ded3ef7ccd74e5e29e3 | | SARCLIP-ISPRS | 11.09 | Not recorded | 69004ded3ef7ccd74e5e29e3 | ### SARCLIP‡ (two stage) Top-1 Accuracy: 23. Result ID: 6a0ab79b47f34ce924f04731. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Zero-shot","Training Mode":"two stage"}. This record does not assert independent reproduction. ### SARCLIP † Top-1 Accuracy: 21.14. Result ID: 6a0ab79b47f34ce924f0472f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SARCLIP (single stage) Top-1 Accuracy: 20.29. Result ID: 6a0ab79b47f34ce924f0472e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Zero-shot","Training Mode":"single stage"}. This record does not assert independent reproduction. ### SARCLIP § Top-1 Accuracy: 20.14. Result ID: 6a0ab79b47f34ce924f04730. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SARCLIP-ISPRS Top-1 Accuracy: 11.09. Result ID: 6a0ab79b47f34ce924f0472d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.