# Continual Food Recognition on VFN186 Insulin Source: [Continual Food Recognition on VFN186 Insulin]() Collection index: [llms.txt]() Data updated: 2026-04-01T07:02:21.216Z Evaluation of Continual Food Recognition performance on the VFN186 Insulin dataset, reporting accuracy metrics specific to continual learning scenarios (Last task accuracy, Average 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 | Continual Food Recognition | | Dataset (including any stated split) | VFN186 Insulin | | Metric | Last Task Accuracy (AT) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Last Task Accuracy (AT)](): Higher is better; unit: PERCENT. - [Average Accuracy (A-bar)](): Higher is better; unit: PERCENT. - [Weighted Average Accuracy (wA-bar)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Last Task Accuracy (AT) | Result date | Report paper | | --- | --- | --- | --- | | DIME | 69.4 | Not recorded | 69cca67e0636e5bf4afcbb32 | | TUNA | 66.28 | Not recorded | 69cca67e0636e5bf4afcbb32 | | ACMap | 66.22 | Not recorded | 69cca67e0636e5bf4afcbb32 | | MOS | 65.64 | Not recorded | 69cca67e0636e5bf4afcbb32 | | EASE | 65.11 | Not recorded | 69cca67e0636e5bf4afcbb32 | | SLCA | 63.1 | Not recorded | 69cca67e0636e5bf4afcbb32 | | CL-LoRA | 60.57 | Not recorded | 69cca67e0636e5bf4afcbb32 | | InfLoRA | 51.83 | Not recorded | 69cca67e0636e5bf4afcbb32 | | SEMA | 43.45 | Not recorded | 69cca67e0636e5bf4afcbb32 | ### DIME Last Task Accuracy (AT): 69.4. Result ID: 69ccc2f547f34ce924b5f7bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### TUNA Last Task Accuracy (AT): 66.28. Result ID: 69ccc2f547f34ce924b5f7bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### ACMap Last Task Accuracy (AT): 66.22. Result ID: 69ccc2f547f34ce924b5f7b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### MOS Last Task Accuracy (AT): 65.64. Result ID: 69ccc2f547f34ce924b5f7ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### EASE Last Task Accuracy (AT): 65.11. Result ID: 69ccc2f547f34ce924b5f7b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### SLCA Last Task Accuracy (AT): 63.1. Result ID: 69ccc2f547f34ce924b5f7b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### CL-LoRA Last Task Accuracy (AT): 60.57. Result ID: 69ccc2f547f34ce924b5f7b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### InfLoRA Last Task Accuracy (AT): 51.83. Result ID: 69ccc2f547f34ce924b5f7b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. ### SEMA Last Task Accuracy (AT): 43.45. Result ID: 69ccc2f547f34ce924b5f7b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Step-imbalance ratio (rho)":"0.01","Averaged over":"5 runs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.