# Few-shot Image Classification on EuroSAT (test) Source: [Few-shot Image Classification on EuroSAT (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:02.303Z Evaluation of Few-shot Image Classification performance on the test split of the EuroSAT dataset, specifically reporting 1-shot and 5-shot 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 | Few-shot Image Classification | | Dataset (including any stated split) | EuroSAT (test) | | Metric | 1-Shot Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [1-Shot Accuracy](): Higher is better; unit: PERCENT. - [5-Shot Accuracy](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | 1-Shot Accuracy | Result date | Report paper | | --- | --- | --- | --- | | +HFM | 94.3 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-LoRA | 90.7 | Not recorded | 699e81df6017c4460ffacca7 | | +HFM | 90.3 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-LoRA | 83.5 | Not recorded | 699e81df6017c4460ffacca7 | | +HFM | 81 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-LoRA | 71.9 | Not recorded | 699e81df6017c4460ffacca7 | | TIP-Adapter | 67.8 | Not recorded | 699e81df6017c4460ffacca7 | | Rot + KD + POODLE-B | 66.21 | Not recorded | 68fa6cb71e209131cea35863 | | Rot + KD + CE | 65 | Not recorded | 68fa6cb71e209131cea35863 | | Rot + KD + POODLE-R | 63.97 | Not recorded | 68fa6cb71e209131cea35863 | | STARTUP | 63.88 | Not recorded | 68fa6cb71e209131cea35863 | | STARTUP (no SS) | 62.9 | Not recorded | 68fa6cb71e209131cea35863 | | Transfer | 60.73 | Not recorded | 68fa6cb71e209131cea35863 | | Transfer + SimCLR | 57.18 | Not recorded | 68fa6cb71e209131cea35863 | | CoOp | 56.4 | Not recorded | 699e81df6017c4460ffacca7 | | CoCoOp | 55.4 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP | 47.8 | Not recorded | 699e81df6017c4460ffacca7 | | SimCLR | 43.52 | Not recorded | 68fa6cb71e209131cea35863 | ### +HFM 1-Shot Accuracy: 94.3. Result ID: 699eae3a5698665ec47b416b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### CLIP-LoRA 1-Shot Accuracy: 90.7. Result ID: 699eae3a5698665ec47b416a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### +HFM 1-Shot Accuracy: 90.3. Result ID: 699eae3a5698665ec47b4169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### CLIP-LoRA 1-Shot Accuracy: 83.5. Result ID: 699eae3a5698665ec47b4168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### +HFM 1-Shot Accuracy: 81. Result ID: 699eae3a5698665ec47b4167. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CLIP-LoRA 1-Shot Accuracy: 71.9. Result ID: 699eae3a5698665ec47b4166. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### TIP-Adapter 1-Shot Accuracy: 67.8. Result ID: 699eae3a5698665ec47b4165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### Rot + KD + POODLE-B 1-Shot Accuracy: 66.21. Result ID: 698f346c3a6c314849f6fc06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"negative\_sample\_setup":"noisy negative samples"}. This record does not assert independent reproduction. ### Rot + KD + CE 1-Shot Accuracy: 65. Result ID: 698f346c3a6c314849f6fc04. [Reporting paper]() Recorded evaluation configuration: {"negative\_sample\_setup":"noisy negative samples"}. This record does not assert independent reproduction. ### Rot + KD + POODLE-R 1-Shot Accuracy: 63.97. Result ID: 698f346c3a6c314849f6fc05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"negative\_sample\_setup":"noisy negative samples"}. This record does not assert independent reproduction. ### STARTUP 1-Shot Accuracy: 63.88. Result ID: 698f346c3a6c314849f6fc03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STARTUP (no SS) 1-Shot Accuracy: 62.9. Result ID: 698f346c3a6c314849f6fc02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transfer 1-Shot Accuracy: 60.73. Result ID: 698f346c3a6c314849f6fbff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transfer + SimCLR 1-Shot Accuracy: 57.18. Result ID: 698f346c3a6c314849f6fc01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp 1-Shot Accuracy: 56.4. Result ID: 699eae3a5698665ec47b4163. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CoCoOp 1-Shot Accuracy: 55.4. Result ID: 699eae3a5698665ec47b4164. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CLIP 1-Shot Accuracy: 47.8. Result ID: 699eae3a5698665ec47b4162. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":0}. This record does not assert independent reproduction. ### SimCLR 1-Shot Accuracy: 43.52. Result ID: 698f346c3a6c314849f6fc00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.