# Image Classification on EuroSAT (Accuracy and ECE) Source: [Image Classification on EuroSAT (Accuracy and ECE)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:37.430Z Evaluation of Image Classification performance on the EuroSAT dataset, reporting Accuracy and Expected Calibration Error (ECE). 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 | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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. - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SoC | 58.3 | Not recorded | 69672327e25ad2fa9d1ec239 | | Zero-Shot | 55 | Not recorded | 69672327e25ad2fa9d1ec239 | | C-TPT | 54 | Not recorded | 69672327e25ad2fa9d1ec239 | | O-TPT | 53.6 | Not recorded | 69672327e25ad2fa9d1ec239 | | TPT | 51.9 | Not recorded | 69672327e25ad2fa9d1ec239 | | Robust-adapt-Penalty-CTPT | 44.06 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-Penalty-CTPT | 44.06 | Not recorded | 68fa77731e209131cea732dd | | C-TPT | 43.2 | Not recorded | 68fa77731e209131cea732dd | | C-TPT | 43.2 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-SaLs-CTPT | 43.05 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-SaLs-CTPT | 43.05 | Not recorded | 68fa77731e209131cea732dd | | O-TPT | 42.84 | Not recorded | 68fa77731e209131cea732dd | | O-TPT | 42.84 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-ZS-CTPT | 42.64 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-ZS-CTPT | 42.64 | Not recorded | 68fa77731e209131cea732dd | | TPT | 42.4 | Not recorded | 68fa77731e209131cea732dd | | TPT | 42.4 | Not recorded | 68fa77731e209131cea732dd | | Zero Shot | 41.3 | Not recorded | 68fa77731e209131cea732dd | | Zero Shot | 41.3 | Not recorded | 68fa77731e209131cea732dd | | O-TPT | 28.35 | Not recorded | 68fa77731e209131cea732dd | | TPT | 28.3 | Not recorded | 68fa77731e209131cea732dd | | C-TPT | 27.8 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-ZS-CTPT | 27.64 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-SaLs-CTPT | 27.54 | Not recorded | 68fa77731e209131cea732dd | | Robust-adapt-Penalty-CTPT | 26.64 | Not recorded | 68fa77731e209131cea732dd | | Zero Shot | 23.7 | Not recorded | 68fa77731e209131cea732dd | ### SoC Accuracy: 58.3. Result ID: 6997c3ba5698665ec41a9565. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### Zero-Shot Accuracy: 55. Result ID: 6997c3ba5698665ec41a9561. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### C-TPT Accuracy: 54. Result ID: 6997c3ba5698665ec41a9563. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### O-TPT Accuracy: 53.6. Result ID: 6997c3ba5698665ec41a9564. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### TPT Accuracy: 51.9. Result ID: 6997c3ba5698665ec41a9562. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14"}. This record does not assert independent reproduction. ### Robust-adapt-Penalty-CTPT Accuracy: 44.06. Result ID: 69948ac23a6c3148491de3db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### Robust-adapt-Penalty-CTPT Accuracy: 44.06. Result ID: 69948ac23a6c3148491de461. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### C-TPT Accuracy: 43.2. Result ID: 69948ac23a6c3148491de3d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### C-TPT Accuracy: 43.2. Result ID: 69948ac23a6c3148491de45f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### Robust-adapt-SaLs-CTPT Accuracy: 43.05. Result ID: 69948ac23a6c3148491de3da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### Robust-adapt-SaLs-CTPT Accuracy: 43.05. Result ID: 69948ac23a6c3148491de460. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### O-TPT Accuracy: 42.84. Result ID: 69948ac23a6c3148491de3dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### O-TPT Accuracy: 42.84. Result ID: 69948ac23a6c3148491de463. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### Robust-adapt-ZS-CTPT Accuracy: 42.64. Result ID: 69948ac23a6c3148491de3dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### Robust-adapt-ZS-CTPT Accuracy: 42.64. Result ID: 69948ac23a6c3148491de462. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### TPT Accuracy: 42.4. Result ID: 69948ac23a6c3148491de3d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### TPT Accuracy: 42.4. Result ID: 69948ac23a6c3148491de45e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### Zero Shot Accuracy: 41.3. Result ID: 69948ac23a6c3148491de3d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### Zero Shot Accuracy: 41.3. Result ID: 69948ac23a6c3148491de45d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-ViTB/16"}. This record does not assert independent reproduction. ### O-TPT Accuracy: 28.35. Result ID: 69948ac23a6c3148491de3e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### TPT Accuracy: 28.3. Result ID: 69948ac23a6c3148491de3df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### C-TPT Accuracy: 27.8. Result ID: 69948ac23a6c3148491de3e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### Robust-adapt-ZS-CTPT Accuracy: 27.64. Result ID: 69948ac23a6c3148491de3e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### Robust-adapt-SaLs-CTPT Accuracy: 27.54. Result ID: 69948ac23a6c3148491de3e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### Robust-adapt-Penalty-CTPT Accuracy: 26.64. Result ID: 69948ac23a6c3148491de3e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### Zero Shot Accuracy: 23.7. Result ID: 69948ac23a6c3148491de3de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP RN50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.