# Classification on EuroSAT (Top-1 Accuracy) Source: [Classification on EuroSAT (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-30T07:28:29.757Z Evaluation of standard Classification performance on the EuroSAT dataset, reporting Top-1 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) | EuroSAT | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DP-GCL | 53.5 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-GCL | 50.6 | Not recorded | 69f2e23155a3c32af89fc7bb | | Base | 50.5 | Not recorded | 69f2e23155a3c32af89fc7bb | | Base | 50.5 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-CLIP | 50 | Not recorded | 69f2e23155a3c32af89fc7bb | | Logit-DP | 49.1 | Not recorded | 69f2e23155a3c32af89fc7bb | | Logit-DP | 49.1 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-SGD | 48.9 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-SGD | 48.5 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-CLIP | 48.1 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-GCL | 44.4 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-GCL | 37.8 | Not recorded | 69f2e23155a3c32af89fc7bb | | Logit-DP | 36.4 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-CLIP | 36.4 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-SGD | 36.2 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-CLIP | 35.1 | Not recorded | 69f2e23155a3c32af89fc7bb | | DP-SGD | 34.6 | Not recorded | 69f2e23155a3c32af89fc7bb | | Logit-DP | 33.5 | Not recorded | 69f2e23155a3c32af89fc7bb | | Base | 33.4 | Not recorded | 69f2e23155a3c32af89fc7bb | | Base | 33.4 | Not recorded | 69f2e23155a3c32af89fc7bb | | ITO sub3 | 8.5 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | FLAIR | 7.4 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO | 7.3 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 7.1 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | ITO sub2 | 4.8 | Not recorded | 69a7bc7a2d603e6de3e3d410 | | CLIP | 2.2 | Not recorded | 69a7bc7a2d603e6de3e3d410 | ### DP-GCL Top-1 Accuracy: 53.5. Result ID: 69f3049847f34ce924d91736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"Linear"}. This record does not assert independent reproduction. ### DP-GCL Top-1 Accuracy: 50.6. Result ID: 69f3049847f34ce924d91734. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"Linear"}. This record does not assert independent reproduction. ### Base Top-1 Accuracy: 50.5. Result ID: 69f3049847f34ce924d91724. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"Linear"}. This record does not assert independent reproduction. ### Base Top-1 Accuracy: 50.5. Result ID: 69f3049847f34ce924d91726. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"Linear"}. This record does not assert independent reproduction. ### DP-CLIP Top-1 Accuracy: 50. Result ID: 69f3049847f34ce924d91732. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"Linear"}. This record does not assert independent reproduction. ### Logit-DP Top-1 Accuracy: 49.1. Result ID: 69f3049847f34ce924d9172c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"Linear"}. This record does not assert independent reproduction. ### Logit-DP Top-1 Accuracy: 49.1. Result ID: 69f3049847f34ce924d9172e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"Linear"}. This record does not assert independent reproduction. ### DP-SGD Top-1 Accuracy: 48.9. Result ID: 69f3049847f34ce924d9172a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"Linear"}. This record does not assert independent reproduction. ### DP-SGD Top-1 Accuracy: 48.5. Result ID: 69f3049847f34ce924d91728. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"Linear"}. This record does not assert independent reproduction. ### DP-CLIP Top-1 Accuracy: 48.1. Result ID: 69f3049847f34ce924d91730. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"Linear"}. This record does not assert independent reproduction. ### DP-GCL Top-1 Accuracy: 44.4. Result ID: 69f3049847f34ce924d91737. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"k-NN"}. This record does not assert independent reproduction. ### DP-GCL Top-1 Accuracy: 37.8. Result ID: 69f3049847f34ce924d91735. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"k-NN"}. This record does not assert independent reproduction. ### Logit-DP Top-1 Accuracy: 36.4. Result ID: 69f3049847f34ce924d9172f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"k-NN"}. This record does not assert independent reproduction. ### DP-CLIP Top-1 Accuracy: 36.4. Result ID: 69f3049847f34ce924d91733. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"k-NN"}. This record does not assert independent reproduction. ### DP-SGD Top-1 Accuracy: 36.2. Result ID: 69f3049847f34ce924d9172b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"k-NN"}. This record does not assert independent reproduction. ### DP-CLIP Top-1 Accuracy: 35.1. Result ID: 69f3049847f34ce924d91731. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"k-NN"}. This record does not assert independent reproduction. ### DP-SGD Top-1 Accuracy: 34.6. Result ID: 69f3049847f34ce924d91729. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"k-NN"}. This record does not assert independent reproduction. ### Logit-DP Top-1 Accuracy: 33.5. Result ID: 69f3049847f34ce924d9172d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"k-NN"}. This record does not assert independent reproduction. ### Base Top-1 Accuracy: 33.4. Result ID: 69f3049847f34ce924d91725. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"1","protocol":"k-NN"}. This record does not assert independent reproduction. ### Base Top-1 Accuracy: 33.4. Result ID: 69f3049847f34ce924d91727. [Reporting paper]() Recorded evaluation configuration: {"epsilon":"10","protocol":"k-NN"}. This record does not assert independent reproduction. ### ITO sub3 Top-1 Accuracy: 8.5. Result ID: 69a8915b6dbb7075b9513381. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-training Dataset":"CC3M-recap","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### FLAIR Top-1 Accuracy: 7.4. Result ID: 69a8915b6dbb7075b951337f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-training Dataset":"CC3M-recap","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO Top-1 Accuracy: 7.3. Result ID: 69a8915c6dbb7075b95135eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"DataComp-1B","Backbone":"ViT-B/16","Training Epochs":"10 epochs","Zero-shot protocol":"EVA-CLIP"}. This record does not assert independent reproduction. ### ITO sub2 Top-1 Accuracy: 7.1. Result ID: 69a8915b6dbb7075b9513380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-training Dataset":"CC3M-recap","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### ITO sub2 Top-1 Accuracy: 4.8. Result ID: 69a8915c6dbb7075b95135ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Dataset":"DataComp-1B","Backbone":"ViT-B/16","Training Epochs":"10 epochs","Zero-shot protocol":"EVA-CLIP"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 2.2. Result ID: 69a8915c6dbb7075b95135ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Dataset":"DataComp-1B","Backbone":"ViT-B/16","Training Epochs":"10 epochs","Zero-shot protocol":"EVA-CLIP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.