# Zero-Shot Image Classification on EuroSAT (Accuracy and Set Size) Source: [Zero-Shot Image Classification on EuroSAT (Accuracy and Set Size)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:14:00.965Z Evaluation of Zero-Shot Image Classification performance on the EuroSAT dataset, reporting Zero-Shot Accuracy and averaged set size 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 | 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 | 5.6 | Not recorded | 6a449f13e0224bd4f499313c | | APS | 5.49 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS (naive) | 5.33 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS | 5.05 | Not recorded | 6a449f13e0224bd4f499313c | | RAPS | 5.04 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS (naive) | 4.94 | Not recorded | 6a449f13e0224bd4f499313c | | LAC | 4.71 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK (naive) | 4.62 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK | 4.58 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC (naive) | 4.56 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC | 4.4 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS | 4.23 | Not recorded | 6a449f13e0224bd4f499313c | ### TOPK Averaged Set Size: 5.6. Result ID: 6a44cc2973d097d845bf296c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### APS Averaged Set Size: 5.49. Result ID: 6a44cc2973d097d845bf2972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-APS (naive) Averaged Set Size: 5.33. Result ID: 6a44cc2973d097d845bf2973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-APS Averaged Set Size: 5.05. Result ID: 6a44cc2973d097d845bf2974. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### RAPS Averaged Set Size: 5.04. Result ID: 6a44cc2973d097d845bf2975. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-RAPS (naive) Averaged Set Size: 4.94. Result ID: 6a44cc2973d097d845bf2976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### LAC Averaged Set Size: 4.71. Result ID: 6a44cc2973d097d845bf296f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-TOPK (naive) Averaged Set Size: 4.62. Result ID: 6a44cc2973d097d845bf296d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-TOPK Averaged Set Size: 4.58. Result ID: 6a44cc2973d097d845bf296e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-LAC (naive) Averaged Set Size: 4.56. Result ID: 6a44cc2973d097d845bf2970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-LAC Averaged Set Size: 4.4. Result ID: 6a44cc2973d097d845bf2971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. ### L-RAPS Averaged Set Size: 4.23. Result ID: 6a44cc2973d097d845bf2977. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Alpha":"0.1","Folds":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.