# Image Classification on OxfordPet (few-shot) Source: [Image Classification on OxfordPet (few-shot)]() Collection index: [llms.txt]() Data updated: 2026-03-12T07:37:05.628Z Evaluation of Image Classification performance on the OxfordPet dataset using a few-shot setup, reporting Score (%). 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) | OxfordPet few-shot | | Metric | Score (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Score (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Score (%) | Result date | Report paper | | --- | --- | --- | --- | | Dual-RAIL | 91.5 | Not recorded | 68fa77941e209131cea741ae | | ConDU (LoRA) | 90.3 | Not recorded | 68fa77941e209131cea741ae | | Dual-RAIL | 89.7 | Not recorded | 68fa77941e209131cea741ae | | ConDU (LoRA) | 89.3 | Not recorded | 68fa77941e209131cea741ae | | MoE | 89.1 | Not recorded | 68fa77941e209131cea741ae | | MoE | 89.1 | Not recorded | 68fa77941e209131cea741ae | | MoE | 89.1 | Not recorded | 68fa77941e209131cea741ae | | Zero-shot | 89 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 89 | Not recorded | 68fa77941e209131cea741ae | | Dual-RAIL | 89 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 89 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 89 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 88.9 | Not recorded | 68fa77941e209131cea741ae | | ConDU (LoRA) | 88.8 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 88 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 85.9 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 85.6 | Not recorded | 68fa77941e209131cea741ae | | Individual FT | 84.9 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 83.6 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 83.2 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 82.5 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 82.4 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 81.4 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 79.2 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 77.6 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 77.6 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 75.5 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 75.5 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 72.6 | Not recorded | 68fa77941e209131cea741ae | | LwF | 69 | Not recorded | 68fa77941e209131cea741ae | | LwF | 68 | Not recorded | 68fa77941e209131cea741ae | | LwF | 64.1 | Not recorded | 68fa77941e209131cea741ae | ### Dual-RAIL Score (%): 91.5. Result ID: 69b26d106dbb7075b95cb382. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (LoRA) Score (%): 90.3. Result ID: 69b26d106dbb7075b95cb384. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### Dual-RAIL Score (%): 89.7. Result ID: 69b26d106dbb7075b95cb378. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ConDU (LoRA) Score (%): 89.3. Result ID: 69b26d106dbb7075b95cb37a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### MoE Score (%): 89.1. Result ID: 69b26d106dbb7075b95cb36c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### MoE Score (%): 89.1. Result ID: 69b26d106dbb7075b95cb376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### MoE Score (%): 89.1. Result ID: 69b26d106dbb7075b95cb380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### Zero-shot Score (%): 89. Result ID: 69b26d106dbb7075b95cb365. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Primal-RAIL Score (%): 89. Result ID: 69b26d106dbb7075b95cb36d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Dual-RAIL Score (%): 89. Result ID: 69b26d106dbb7075b95cb36e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Primal-RAIL Score (%): 89. Result ID: 69b26d106dbb7075b95cb377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Primal-RAIL Score (%): 89. Result ID: 69b26d106dbb7075b95cb381. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (FT) Score (%): 88.9. Result ID: 69b26d106dbb7075b95cb36f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### ConDU (LoRA) Score (%): 88.8. Result ID: 69b26d106dbb7075b95cb370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### ConDU (FT) Score (%): 88. Result ID: 69b26d106dbb7075b95cb379. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ZSCL Score (%): 85.9. Result ID: 69b26d106dbb7075b95cb37f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (FT) Score (%): 85.6. Result ID: 69b26d106dbb7075b95cb383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### Individual FT Score (%): 84.9. Result ID: 69b26d106dbb7075b95cb366. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF-VR Score (%): 83.6. Result ID: 69b26d106dbb7075b95cb37d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### WiSE-FT Score (%): 83.2. Result ID: 69b26d106dbb7075b95cb37e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### Continual FT Score (%): 82.5. Result ID: 69b26d106dbb7075b95cb37b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ZSCL Score (%): 82.4. Result ID: 69b26d106dbb7075b95cb375. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ZSCL Score (%): 81.4. Result ID: 69b26d106dbb7075b95cb36b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### LwF-VR Score (%): 79.2. Result ID: 69b26d106dbb7075b95cb373. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### LwF-VR Score (%): 77.6. Result ID: 69b26d106dbb7075b95cb369. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### WiSE-FT Score (%): 77.6. Result ID: 69b26d106dbb7075b95cb374. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### WiSE-FT Score (%): 75.5. Result ID: 69b26d106dbb7075b95cb36a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Continual FT Score (%): 75.5. Result ID: 69b26d106dbb7075b95cb371. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Continual FT Score (%): 72.6. Result ID: 69b26d106dbb7075b95cb367. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### LwF Score (%): 69. Result ID: 69b26d106dbb7075b95cb368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### LwF Score (%): 68. Result ID: 69b26d106dbb7075b95cb372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### LwF Score (%): 64.1. Result ID: 69b26d106dbb7075b95cb37c. [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.