# Image Classification on EuroSAT (Zero-Shot Evaluation) Source: [Image Classification on EuroSAT (Zero-Shot Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:14:00.850Z Evaluation of Image Classification performance on the EuroSAT dataset using Zero-Shot methodology, reporting Zero-Shot Accuracy, CovGap, and MCCC. 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 | CovGap | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [CovGap](): Lower is better; unit: SCALAR. - [Zero-Shot Accuracy](): Higher is better; unit: PERCENT. - [MCCC](): Higher is better; unit: SCALAR. ## Recorded results | Method | CovGap | Result date | Report paper | | --- | --- | --- | --- | | L-APS | 0.08 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK | 0.09 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC | 0.09 | Not recorded | 6a449f13e0224bd4f499313c | | APS | 0.09 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS (naive) | 0.09 | Not recorded | 6a449f13e0224bd4f499313c | | LAC | 0.1 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC (naive) | 0.1 | Not recorded | 6a449f13e0224bd4f499313c | | TOPK | 0.11 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK (naive) | 0.13 | Not recorded | 6a449f13e0224bd4f499313c | | RAPS | 0.15 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS (naive) | 0.15 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS | 0.18 | Not recorded | 6a449f13e0224bd4f499313c | ### L-APS CovGap: 0.08. Result ID: 6a44cc2973d097d845bf2919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-TOPK CovGap: 0.09. Result ID: 6a44cc2973d097d845bf2913. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-LAC CovGap: 0.09. Result ID: 6a44cc2973d097d845bf2916. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### APS CovGap: 0.09. Result ID: 6a44cc2973d097d845bf2917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-APS (naive) CovGap: 0.09. Result ID: 6a44cc2973d097d845bf2918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### LAC CovGap: 0.1. Result ID: 6a44cc2973d097d845bf2914. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-LAC (naive) CovGap: 0.1. Result ID: 6a44cc2973d097d845bf2915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### TOPK CovGap: 0.11. Result ID: 6a44cc2973d097d845bf2911. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-TOPK (naive) CovGap: 0.13. Result ID: 6a44cc2973d097d845bf2912. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### RAPS CovGap: 0.15. Result ID: 6a44cc2973d097d845bf291a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-RAPS (naive) CovGap: 0.15. Result ID: 6a44cc2973d097d845bf291b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-RAPS CovGap: 0.18. Result ID: 6a44cc2973d097d845bf291c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.