# Zero-Shot Image Classification on EuroSAT Source: [Zero-Shot Image Classification on EuroSAT]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:14:00.433Z Evaluation of Zero-Shot Image Classification performance on the EuroSAT dataset, reporting Zero-Shot Accuracy and Average 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 | Zero-Shot Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Zero-Shot Acc](): Higher is better; unit: PERCENT. - [Average Set Size](): Higher is better; unit: SCALAR. ## Recorded results | Method | Zero-Shot Acc | Result date | Report paper | | --- | --- | --- | --- | | TOPK | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK (naive) | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-TOPK | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | LAC | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC (naive) | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-LAC | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | APS | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS (naive) | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-APS | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | RAPS | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS (naive) | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | | L-RAPS | 60.3 | Not recorded | 6a449f13e0224bd4f499313c | ### TOPK Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27de. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-TOPK (naive) Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-TOPK Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### LAC Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-LAC (naive) Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-LAC Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### APS Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-APS (naive) Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-APS Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### RAPS Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-RAPS (naive) Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. ### L-RAPS Zero-Shot Acc: 60.3. Result ID: 6a44cc2973d097d845bf27e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Alpha":"0.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.