# Image Classification on Food few-shot Source: [Image Classification on Food few-shot]() Collection index: [llms.txt]() Data updated: 2026-03-12T07:37:05.539Z Evaluation of Image Classification performance on the Food few-shot dataset, reporting score percentage. 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) | Food few-shot | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ConDU (LoRA) | 89 | Not recorded | 68fa77941e209131cea741ae | | MoE | 88.8 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 88.7 | Not recorded | 68fa77941e209131cea741ae | | Zero-shot | 88.5 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 88.5 | Not recorded | 68fa77941e209131cea741ae | | Dual-RAIL | 88.5 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 88.5 | Not recorded | 68fa77941e209131cea741ae | | Dual-RAIL | 88.5 | Not recorded | 68fa77941e209131cea741ae | | Primal-RAIL | 88.5 | Not recorded | 68fa77941e209131cea741ae | | Dual-RAIL | 88.5 | Not recorded | 68fa77941e209131cea741ae | | MoE | 88.1 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 87.9 | Not recorded | 68fa77941e209131cea741ae | | ConDU (LoRA) | 87.3 | Not recorded | 68fa77941e209131cea741ae | | MoE | 87.1 | Not recorded | 68fa77941e209131cea741ae | | ConDU (FT) | 87 | Not recorded | 68fa77941e209131cea741ae | | ConDU (LoRA) | 85.6 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 84.9 | Not recorded | 68fa77941e209131cea741ae | | Individual FT | 83.3 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 83.1 | Not recorded | 68fa77941e209131cea741ae | | ZSCL | 82.6 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 80 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 79.2 | Not recorded | 68fa77941e209131cea741ae | | LwF-VR | 78.3 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 77.1 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 76.8 | Not recorded | 68fa77941e209131cea741ae | | WiSE-FT | 76.6 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 73.8 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 70.2 | Not recorded | 68fa77941e209131cea741ae | | Continual FT | 68.4 | Not recorded | 68fa77941e209131cea741ae | | LwF | 66.6 | Not recorded | 68fa77941e209131cea741ae | | LwF | 54.6 | Not recorded | 68fa77941e209131cea741ae | | LwF | 46 | Not recorded | 68fa77941e209131cea741ae | ### ConDU (LoRA) Accuracy: 89. Result ID: 69b26d106dbb7075b95cb330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### MoE Accuracy: 88.8. Result ID: 69b26d106dbb7075b95cb32c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### ConDU (FT) Accuracy: 88.7. Result ID: 69b26d106dbb7075b95cb32f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Zero-shot Accuracy: 88.5. Result ID: 69b26d106dbb7075b95cb325. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Primal-RAIL Accuracy: 88.5. Result ID: 69b26d106dbb7075b95cb32d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Dual-RAIL Accuracy: 88.5. Result ID: 69b26d106dbb7075b95cb32e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Primal-RAIL Accuracy: 88.5. Result ID: 69b26d106dbb7075b95cb337. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Dual-RAIL Accuracy: 88.5. Result ID: 69b26d106dbb7075b95cb338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Primal-RAIL Accuracy: 88.5. Result ID: 69b26d106dbb7075b95cb341. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### Dual-RAIL Accuracy: 88.5. Result ID: 69b26d106dbb7075b95cb342. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### MoE Accuracy: 88.1. Result ID: 69b26d106dbb7075b95cb336. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ConDU (FT) Accuracy: 87.9. Result ID: 69b26d106dbb7075b95cb339. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ConDU (LoRA) Accuracy: 87.3. Result ID: 69b26d106dbb7075b95cb33a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### MoE Accuracy: 87.1. Result ID: 69b26d106dbb7075b95cb340. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (FT) Accuracy: 87. Result ID: 69b26d106dbb7075b95cb343. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ConDU (LoRA) Accuracy: 85.6. Result ID: 69b26d106dbb7075b95cb344. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### ZSCL Accuracy: 84.9. Result ID: 69b26d106dbb7075b95cb32b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Individual FT Accuracy: 83.3. Result ID: 69b26d106dbb7075b95cb326. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZSCL Accuracy: 83.1. Result ID: 69b26d106dbb7075b95cb335. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### ZSCL Accuracy: 82.6. Result ID: 69b26d106dbb7075b95cb33f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### LwF-VR Accuracy: 80. Result ID: 69b26d106dbb7075b95cb329. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### LwF-VR Accuracy: 79.2. Result ID: 69b26d106dbb7075b95cb333. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### LwF-VR Accuracy: 78.3. Result ID: 69b26d106dbb7075b95cb33d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### WiSE-FT Accuracy: 77.1. Result ID: 69b26d106dbb7075b95cb33e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### WiSE-FT Accuracy: 76.8. Result ID: 69b26d106dbb7075b95cb334. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### WiSE-FT Accuracy: 76.6. Result ID: 69b26d106dbb7075b95cb32a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### Continual FT Accuracy: 73.8. Result ID: 69b26d106dbb7075b95cb33b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Last"}. This record does not assert independent reproduction. ### Continual FT Accuracy: 70.2. Result ID: 69b26d106dbb7075b95cb331. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### Continual FT Accuracy: 68.4. Result ID: 69b26d106dbb7075b95cb327. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### LwF Accuracy: 66.6. Result ID: 69b26d106dbb7075b95cb328. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Transfer"}. This record does not assert independent reproduction. ### LwF Accuracy: 54.6. Result ID: 69b26d106dbb7075b95cb332. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Stage":"Average"}. This record does not assert independent reproduction. ### LwF Accuracy: 46. Result ID: 69b26d106dbb7075b95cb33c. [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.