# Few-Shot Image Classification on FGVC Aircraft (test) Source: [Few-Shot Image Classification on FGVC Aircraft (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:12.085Z Evaluation of Few-Shot Image Classification performance on the test split of the FGVC Aircraft dataset, reporting Top-1 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) | FGVC Aircraft (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | +HFM | 62.1 | Not recorded | 699e81df6017c4460ffacca7 | | +FMA | 57.8 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-LoRA | 54.7 | Not recorded | 699e81df6017c4460ffacca7 | | PLOT++ | 46.7 | Not recorded | 699e81df6017c4460ffacca7 | | TIP-Adapter | 44.6 | Not recorded | 699e81df6017c4460ffacca7 | | +HFM | 43.5 | Not recorded | 699e81df6017c4460ffacca7 | | CoOp | 43.3 | Not recorded | 699e81df6017c4460ffacca7 | | ProGrad | 43 | Not recorded | 699e81df6017c4460ffacca7 | | +FMA | 40.3 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-LoRA | 38.8 | Not recorded | 699e81df6017c4460ffacca7 | | KgCoOp | 36.5 | Not recorded | 699e81df6017c4460ffacca7 | | TIP-Adapter | 35.7 | Not recorded | 699e81df6017c4460ffacca7 | | PLOT++ | 35.3 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-Adapter | 34.2 | Not recorded | 699e81df6017c4460ffacca7 | | ProGrad | 34.1 | Not recorded | 699e81df6017c4460ffacca7 | | CoCoOp | 33.8 | Not recorded | 699e81df6017c4460ffacca7 | | +HFM | 32.2 | Not recorded | 699e81df6017c4460ffacca7 | | KgCoOp | 32.2 | Not recorded | 699e81df6017c4460ffacca7 | | CoOp | 30.9 | Not recorded | 699e81df6017c4460ffacca7 | | CoCoOp | 30.6 | Not recorded | 699e81df6017c4460ffacca7 | | ProGrad | 28.9 | Not recorded | 699e81df6017c4460ffacca7 | | TIP-Adapter | 28.8 | Not recorded | 699e81df6017c4460ffacca7 | | PLOT++ | 28.6 | Not recorded | 699e81df6017c4460ffacca7 | | +FMA | 28.3 | Not recorded | 699e81df6017c4460ffacca7 | | CoCoOp | 28.1 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-LoRA | 28 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-Adapter | 27.9 | Not recorded | 699e81df6017c4460ffacca7 | | KgCoOp | 26.8 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP-Adapter | 25.2 | Not recorded | 699e81df6017c4460ffacca7 | | CLIP | 24.8 | Not recorded | 699e81df6017c4460ffacca7 | | CoOp | 20.8 | Not recorded | 699e81df6017c4460ffacca7 | ### +HFM Top-1 Accuracy: 62.1. Result ID: 699eae3a5698665ec47b4161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### +FMA Top-1 Accuracy: 57.8. Result ID: 699eae3a5698665ec47b4160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### CLIP-LoRA Top-1 Accuracy: 54.7. Result ID: 699eae3a5698665ec47b415f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### PLOT++ Top-1 Accuracy: 46.7. Result ID: 699eae3a5698665ec47b415c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### TIP-Adapter Top-1 Accuracy: 44.6. Result ID: 699eae3a5698665ec47b415a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### +HFM Top-1 Accuracy: 43.5. Result ID: 699eae3a5698665ec47b4157. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 43.3. Result ID: 699eae3a5698665ec47b4158. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### ProGrad Top-1 Accuracy: 43. Result ID: 699eae3a5698665ec47b415e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### +FMA Top-1 Accuracy: 40.3. Result ID: 699eae3a5698665ec47b4156. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### CLIP-LoRA Top-1 Accuracy: 38.8. Result ID: 699eae3a5698665ec47b4155. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### KgCoOp Top-1 Accuracy: 36.5. Result ID: 699eae3a5698665ec47b415d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### TIP-Adapter Top-1 Accuracy: 35.7. Result ID: 699eae3a5698665ec47b4150. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### PLOT++ Top-1 Accuracy: 35.3. Result ID: 699eae3a5698665ec47b4152. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### CLIP-Adapter Top-1 Accuracy: 34.2. Result ID: 699eae3a5698665ec47b415b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### ProGrad Top-1 Accuracy: 34.1. Result ID: 699eae3a5698665ec47b4154. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### CoCoOp Top-1 Accuracy: 33.8. Result ID: 699eae3a5698665ec47b4159. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":16}. This record does not assert independent reproduction. ### +HFM Top-1 Accuracy: 32.2. Result ID: 699eae3a5698665ec47b414d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### KgCoOp Top-1 Accuracy: 32.2. Result ID: 699eae3a5698665ec47b4153. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 30.9. Result ID: 699eae3a5698665ec47b414e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### CoCoOp Top-1 Accuracy: 30.6. Result ID: 699eae3a5698665ec47b414f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### ProGrad Top-1 Accuracy: 28.9. Result ID: 699eae3a5698665ec47b414a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### TIP-Adapter Top-1 Accuracy: 28.8. Result ID: 699eae3a5698665ec47b4146. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### PLOT++ Top-1 Accuracy: 28.6. Result ID: 699eae3a5698665ec47b4148. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### +FMA Top-1 Accuracy: 28.3. Result ID: 699eae3a5698665ec47b414c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CoCoOp Top-1 Accuracy: 28.1. Result ID: 699eae3a5698665ec47b4145. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CLIP-LoRA Top-1 Accuracy: 28. Result ID: 699eae3a5698665ec47b414b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CLIP-Adapter Top-1 Accuracy: 27.9. Result ID: 699eae3a5698665ec47b4151. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4}. This record does not assert independent reproduction. ### KgCoOp Top-1 Accuracy: 26.8. Result ID: 699eae3a5698665ec47b4149. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CLIP-Adapter Top-1 Accuracy: 25.2. Result ID: 699eae3a5698665ec47b4147. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 24.8. Result ID: 699eae3a5698665ec47b4143. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":0}. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 20.8. Result ID: 699eae3a5698665ec47b4144. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.