# Image Classification on Eurosat (Acc, Rob) Source: [Image Classification on Eurosat (Acc, Rob)]() Collection index: [llms.txt]() Data updated: 2026-06-12T07:01:25.002Z Evaluation of Image Classification performance on the EuroSAT dataset, reporting standard Accuracy (Acc) and Robustness (Rob) metrics. 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) | Eurosat | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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. - [Robustness](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GEOM | 79.31 | Not recorded | 68fa79e91e209131cea7fea1 | | GEOM | 78.4 | Not recorded | 68fa79e91e209131cea7fea1 | | GEOM | 63.7 | Not recorded | 68fa79e91e209131cea7fea1 | | GEOM-IN | 56.7 | Not recorded | 68fa79e91e209131cea7fea1 | | TPT | 42.6 | Not recorded | 6a152978dbd7150506f7e433 | | MTA | 42.5 | Not recorded | 6a152978dbd7150506f7e433 | | C-TPT | 42.3 | Not recorded | 6a152978dbd7150506f7e433 | | CLIP | 42.2 | Not recorded | 6a152978dbd7150506f7e433 | | R-TPT | 34.7 | Not recorded | 6a152978dbd7150506f7e433 | | CLBP | 34 | Not recorded | 6a152978dbd7150506f7e433 | ### GEOM Accuracy: 79.31. Result ID: 6a2baebdfbc373592c2982f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Meta-Album Size":"Extended","Training Dataset":"Meta-Album"}. This record does not assert independent reproduction. ### GEOM Accuracy: 78.4. Result ID: 6a2baebdfbc373592c2982f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Meta-Album Size":"Mini","Training Dataset":"Meta-Album"}. This record does not assert independent reproduction. ### GEOM Accuracy: 63.7. Result ID: 6a2baebdfbc373592c2982f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Meta-Album Size":"Micro","Training Dataset":"Meta-Album"}. This record does not assert independent reproduction. ### GEOM-IN Accuracy: 56.7. Result ID: 6a2baebdfbc373592c2982fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"ImageNet-1k"}. This record does not assert independent reproduction. ### TPT Accuracy: 42.6. Result ID: 6a159c35fbc373592c0e9371. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### MTA Accuracy: 42.5. Result ID: 6a159c35fbc373592c0e9373. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### C-TPT Accuracy: 42.3. Result ID: 6a159c35fbc373592c0e9372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### CLIP Accuracy: 42.2. Result ID: 6a159c35fbc373592c0e9370. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### R-TPT Accuracy: 34.7. Result ID: 6a159c35fbc373592c0e9374. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. ### CLBP Accuracy: 34. Result ID: 6a159c35fbc373592c0e9375. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Backbone":"ViT-B/16","Attack":"PGD-100","Perturbation Budget (epsilon\_a)":"4/255","Patch Granularity":"16x16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.