# Image Classification on EuroSAT (Top-1 Accuracy and ECE) Source: [Image Classification on EuroSAT (Top-1 Accuracy and ECE)]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:30:45.991Z Evaluation of standard Image Classification performance on the EuroSAT dataset, reporting Top-1 Accuracy and Expected Calibration Error (ECE). 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 | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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. - [Expected Calibration Error (ECE)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TCA | 45.52 | Not recorded | 6a4f2b0032fb937314875b82 | | A-TPT | 43.29 | Not recorded | 6a4f2b0032fb937314875b82 | | O-TPT | 42.85 | Not recorded | 6a4f2b0032fb937314875b82 | | TPT | 42.79 | Not recorded | 6a4f2b0032fb937314875b82 | | ARGTCA-DISC | 39.53 | Not recorded | 6a4f2b0032fb937314875b82 | | ARGTCA-DIV | 32.84 | Not recorded | 6a4f2b0032fb937314875b82 | | C-TPT | 27.8 | Not recorded | 6a4f2b0032fb937314875b82 | ### TCA Top-1 Accuracy: 45.52. Result ID: 6a4f4e1a60b88bb339e4f3ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### A-TPT Top-1 Accuracy: 43.29. Result ID: 6a4f4e1a60b88bb339e4f3ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### O-TPT Top-1 Accuracy: 42.85. Result ID: 6a4f4e1a60b88bb339e4f3ac. [Reporting paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### TPT Top-1 Accuracy: 42.79. Result ID: 6a4f4e1a60b88bb339e4f3a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### ARGTCA-DISC Top-1 Accuracy: 39.53. Result ID: 6a4f4e1a60b88bb339e4f3af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### ARGTCA-DIV Top-1 Accuracy: 32.84. Result ID: 6a4f4e1a60b88bb339e4f3ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### C-TPT Top-1 Accuracy: 27.8. Result ID: 6a4f4e1a60b88bb339e4f3aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.