# Image Classification on EuroSAT (Zero-Shot Accuracy) Source: [Image Classification on EuroSAT (Zero-Shot Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:14:00.762Z Evaluation of Image Classification performance on the EuroSAT dataset, reporting Zero-Shot Accuracy and Averaged set size. 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 | Averaged Set Size | | Unit | SCALAR | | Direction | Higher 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 - [Averaged Set Size](): Higher is better; unit: SCALAR. - [Zero-Shot Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Averaged Set Size | Result date | Report paper | | --- | --- | --- | --- | | TOPK | 8.1 | Not recorded | 6a449f13e0224bd4f499313c | | APS | 7.46 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS (naive) | 7.34 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK (naive) | 7.12 | Not recorded | 6a449f13e0224bd4f499313c | | LAC | 7.08 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC (naive) | 6.98 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS | 6.96 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK | 6.69 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC | 6.64 | Not recorded | 6a449f13e0224bd4f499313c | | RAPS | 5.87 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS (naive) | 5.71 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS | 5.31 | Not recorded | 6a449f13e0224bd4f499313c | ### TOPK Averaged Set Size: 8.1. Result ID: 6a44cc2973d097d845bf28b6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### APS Averaged Set Size: 7.46. Result ID: 6a44cc2973d097d845bf28bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-APS (naive) Averaged Set Size: 7.34. Result ID: 6a44cc2973d097d845bf28bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-TOPK (naive) Averaged Set Size: 7.12. Result ID: 6a44cc2973d097d845bf28b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### LAC Averaged Set Size: 7.08. Result ID: 6a44cc2973d097d845bf28b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-LAC (naive) Averaged Set Size: 6.98. Result ID: 6a44cc2973d097d845bf28ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-APS Averaged Set Size: 6.96. Result ID: 6a44cc2973d097d845bf28be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-TOPK Averaged Set Size: 6.69. Result ID: 6a44cc2973d097d845bf28b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-LAC Averaged Set Size: 6.64. Result ID: 6a44cc2973d097d845bf28bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### RAPS Averaged Set Size: 5.87. Result ID: 6a44cc2973d097d845bf28bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-RAPS (naive) Averaged Set Size: 5.71. Result ID: 6a44cc2973d097d845bf28c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-RAPS Averaged Set Size: 5.31. Result ID: 6a44cc2973d097d845bf28c1. [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.