# Fine-grained classification on EuroSAT (test) Source: [Fine-grained classification on EuroSAT (test)]() Collection index: [llms.txt]() Data updated: 2026-06-08T07:11:17.157Z Evaluation of Fine-grained Classification performance on the test split of the EuroSAT dataset, reporting Accuracy and Adversarial 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 | Fine-grained classification | | Dataset (including any stated split) | EuroSAT (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. - [Adversarial Accuracy](): Higher is better; unit: PERCENT. - [Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ADAPT | 68.19 | Not recorded | 68fa7c701e209131cea8e17f | | ADAPT | 65.93 | Not recorded | 68fa7c701e209131cea8e17f | | Oracle ADAPT | 56.51 | Not recorded | 68fa7c701e209131cea8e17f | | TAPT | 42.5 | Not recorded | 6a264c5690966ade919be7db | | CLIP | 41.42 | Not recorded | 68fa7c701e209131cea8e17f | | TTC | 30.8 | Not recorded | 6a264c5690966ade919be7db | | MTA | 30.3 | Not recorded | 6a264c5690966ade919be7db | | CLIP | 29.5 | Not recorded | 6a264c5690966ade919be7db | | MAC | 29.4 | Not recorded | 6a264c5690966ade919be7db | | TPT | 28.5 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 28.2 | Not recorded | 6a264c5690966ade919be7db | | DOC | 24.4 | Not recorded | 6a264c5790966ade919be7e0 | | TTC | 23.9 | Not recorded | 6a264c5790966ade919be7e0 | | CLIP | 23.7 | Not recorded | 6a264c5790966ade919be7e0 | | R-TPT | 22.6 | Not recorded | 6a264c5790966ade919be7e0 | | SS-TPT | 22.4 | Not recorded | 6a264c5790966ade919be7e0 | | Ensemble | 17.1 | Not recorded | 6a264c5790966ade919be7e0 | ### ADAPT Accuracy: 68.19. Result ID: 69ba574147f34ce924a3e494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"BP-free":true,"Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### ADAPT Accuracy: 65.93. Result ID: 69ba574147f34ce924a3e495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"BP-free":true,"Evaluation Protocol":"Transductive"}. This record does not assert independent reproduction. ### Oracle ADAPT Accuracy: 56.51. Result ID: 69ba574147f34ce924a3e496. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"BP-free":true,"Evaluation Protocol":"Transductive"}. This record does not assert independent reproduction. ### TAPT Accuracy: 42.5. Result ID: 6a266a01fbc373592c22aaa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Tuning-based","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### CLIP Accuracy: 41.42. Result ID: 69ba574147f34ce924a3e493. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"BP-free":"N/A","Evaluation Protocol":"Online"}. This record does not assert independent reproduction. ### TTC Accuracy: 30.8. Result ID: 6a266a01fbc373592c22aaac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### MTA Accuracy: 30.3. Result ID: 6a266a01fbc373592c22aaab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### CLIP Accuracy: 29.5. Result ID: 6a266a01fbc373592c22aaa8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Baseline","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### MAC Accuracy: 29.4. Result ID: 6a266a01fbc373592c22aaad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Tuning-free","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### TPT Accuracy: 28.5. Result ID: 6a266b10fbc373592c22b2f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. ### R-TPT Accuracy: 28.2. Result ID: 6a266a01fbc373592c22aaaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Tuning-based","Backbone":"CLIP-ViT-B/32","Attack Protocol":"PGD-100 (ϵ = 4.0)"}. This record does not assert independent reproduction. ### DOC Accuracy: 24.4. Result ID: 6a266b10fbc373592c22b2f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Effective batch size":"1"}. This record does not assert independent reproduction. ### TTC Accuracy: 23.9. Result ID: 6a266b10fbc373592c22b2f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Effective batch size":"1"}. This record does not assert independent reproduction. ### CLIP Accuracy: 23.7. Result ID: 6a266b10fbc373592c22b2f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0"}. This record does not assert independent reproduction. ### R-TPT Accuracy: 22.6. Result ID: 6a266b10fbc373592c22b2f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. ### SS-TPT Accuracy: 22.4. Result ID: 6a266b10fbc373592c22b2f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. ### Ensemble Accuracy: 17.1. Result ID: 6a266b10fbc373592c22b2f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ResNet50","Epsilon":"1.0","Augmentation views":"15"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.