# Image Classification on FGVC-Aircraft few-shot Source: [Image Classification on FGVC-Aircraft few-shot]() Collection index: [llms.txt]() Data updated: 2026-03-12T07:37:05.315Z Evaluation of Image Classification performance on the few-shot setting of the FGVC-Aircraft dataset. 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) | FGVC-Aircraft few-shot | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 22 of 22 | | 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 | | --- | --- | --- | --- | | Dual-RAIL | 36 | Not recorded | 68fa77941e209131cea741ae | | Dual-RAIL | 36 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 33.3 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 33.1 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 32.9 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 32.9 | Not recorded | 68fa77941e209131cea741ae | | ConDU (LoRA) | 32.4 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 32 | Not recorded | 68fa77941e209131cea741ae | | ConDU (LoRA) | 31.8 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 30.8 | Not recorded | 68fa77941e209131cea741ae | | Individual FT | 30.6 | Not recorded | 68fa77941e209131cea741ae | | MoE | 30.1 | Not recorded | 68fa77941e209131cea741ae | | MoE | 30 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 28.2 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 28.1 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 27.8 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 26.8 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 24.9 | Not recorded | 68fa77941e209131cea741ae | | Zero-shot | 24.3 | Not recorded | 68fa77941e209131cea741ae | | LwF | 23.5 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 22.9 | Not recorded | 68fa77941e209131cea741ae | | LwF | 22.1 | Not recorded | 68fa77941e209131cea741ae | ### Dual-RAIL Accuracy: 36. Result ID: 69b26d106dbb7075b95cb278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Dual-RAIL Accuracy: 36. Result ID: 69b26d106dbb7075b95cb282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (FT) Accuracy: 33.3. Result ID: 69b26d106dbb7075b95cb283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (FT) Accuracy: 33.1. Result ID: 69b26d106dbb7075b95cb279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Primal-RAIL Accuracy: 32.9. Result ID: 69b26d106dbb7075b95cb277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Primal-RAIL Accuracy: 32.9. Result ID: 69b26d106dbb7075b95cb281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (LoRA) Accuracy: 32.4. Result ID: 69b26d106dbb7075b95cb27a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### WiSE-FT Accuracy: 32. Result ID: 69b26d106dbb7075b95cb274. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ConDU (LoRA) Accuracy: 31.8. Result ID: 69b26d106dbb7075b95cb284. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### WiSE-FT Accuracy: 30.8. Result ID: 69b26d106dbb7075b95cb27e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### Individual FT Accuracy: 30.6. Result ID: 69b26d106dbb7075b95cb270. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoE Accuracy: 30.1. Result ID: 69b26d106dbb7075b95cb280. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### MoE Accuracy: 30. Result ID: 69b26d106dbb7075b95cb276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ZSCL Accuracy: 28.2. Result ID: 69b26d106dbb7075b95cb275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Continual FT Accuracy: 28.1. Result ID: 69b26d106dbb7075b95cb271. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Continual FT Accuracy: 27.8. Result ID: 69b26d106dbb7075b95cb27b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ZSCL Accuracy: 26.8. Result ID: 69b26d106dbb7075b95cb27f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### LwF-VR Accuracy: 24.9. Result ID: 69b26d106dbb7075b95cb273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Zero-shot Accuracy: 24.3. Result ID: 69b26d106dbb7075b95cb26f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Accuracy: 23.5. Result ID: 69b26d106dbb7075b95cb272. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### LwF-VR Accuracy: 22.9. Result ID: 69b26d106dbb7075b95cb27d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### LwF Accuracy: 22.1. Result ID: 69b26d106dbb7075b95cb27c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.