# Cross-domain few-shot classification on EuroSAT Source: [Cross-domain few-shot classification on EuroSAT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:16.385Z Evaluation of Cross-domain Few-shot Classification performance on the EuroSAT dataset, reporting accuracy. 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 | Cross-domain few-shot classification | | Dataset (including any stated split) | EuroSAT | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | P\>M\>F | 0.9606 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 0.954 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 0.9308 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 0.9307 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 0.9202 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 0.9199 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 0.9132 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 0.9089 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 0.8926 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 0.8918 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 0.8839 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 0.8764 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 0.8655 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 0.8598 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 0.8362 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 0.8331 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 0.8229 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 0.8227 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 0.8048 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 0.7919 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 0.7908 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 0.7491 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 0.7443 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 0.7415 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 0.7329 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 0.6444 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 0.6131 | Not recorded | 68fa6c5a1e209131cea33805 | ### P\>M\>F Accuracy: 0.9606. Result ID: 698f09333a6c314849f52201. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 0.954. Result ID: 698f09333a6c314849f52204. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 0.9308. Result ID: 698f09333a6c314849f52200. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 0.9307. Result ID: 698f09333a6c314849f521fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 0.9202. Result ID: 698f09333a6c314849f521fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 0.9199. Result ID: 698f09333a6c314849f521fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 0.9132. Result ID: 698f09333a6c314849f52203. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 0.9089. Result ID: 698f09333a6c314849f521f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 0.8926. Result ID: 698f09333a6c314849f521fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 0.8918. Result ID: 698f09333a6c314849f521ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 0.8839. Result ID: 698f09333a6c314849f521fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 0.8764. Result ID: 698f09333a6c314849f521f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 0.8655. Result ID: 698f09333a6c314849f521f8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 0.8598. Result ID: 698f09333a6c314849f52202. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 0.8362. Result ID: 698f09333a6c314849f521f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 0.8331. Result ID: 698f09333a6c314849f521f7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 0.8229. Result ID: 698f09333a6c314849f521f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 0.8227. Result ID: 698f09333a6c314849f521eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 0.8048. Result ID: 698f09333a6c314849f521ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 0.7919. Result ID: 698f09333a6c314849f521f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 0.7908. Result ID: 698f09333a6c314849f521f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.7491. Result ID: 698f09333a6c314849f521ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.7443. Result ID: 698f09333a6c314849f521ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 0.7415. Result ID: 698f09333a6c314849f521f6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 0.7329. Result ID: 698f09333a6c314849f521ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 0.6444. Result ID: 698f09333a6c314849f521f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 0.6131. Result ID: 698f09333a6c314849f521ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.