# Few-Shot Class-Incremental Learning on MiniImageNet (Sessions 0-8) Source: [Few-Shot Class-Incremental Learning on MiniImageNet (Sessions 0-8)]() Collection index: [llms.txt]() Data updated: 2026-05-12T11:01:56.544Z Evaluation of Few-Shot Class-Incremental Learning performance across all incremental sessions (0 through 8) on the MiniImageNet dataset, reporting session-specific accuracies, average accuracy (Aavg), and final performance delta (Delta\_last). 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 Class-Incremental Learning | | Dataset (including any stated split) | MiniImageNet (incremental sessions 0-8) | | Metric | Accuracy (Session 0) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 (Session 0)](): Higher is better; unit: PERCENT. - [Accuracy (Session 1)](): Higher is better; unit: PERCENT. - [Accuracy (Session 2)](): Higher is better; unit: PERCENT. - [Accuracy (Session 3)](): Higher is better; unit: PERCENT. - [Accuracy (Session 4)](): Higher is better; unit: PERCENT. - [Accuracy (Session 5)](): Higher is better; unit: PERCENT. - [Accuracy (Session 6)](): Higher is better; unit: PERCENT. - [Accuracy (Session 7)](): Higher is better; unit: PERCENT. - [Accuracy (Session 8)](): Higher is better; unit: PERCENT. - [Average Accuracy (Aavg)](): Higher is better; unit: PERCENT. - [Final Performance Delta (Delta\_last)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy (Session 0) | Result date | Report paper | | --- | --- | --- | --- | | SAFA-SNN | 74.66 | Not recorded | 68fa7bdd1e209131cea8adee | | CLOSER | 65.88 | Not recorded | 68fa7bdd1e209131cea8adee | | FACT | 63.03 | Not recorded | 68fa7bdd1e209131cea8adee | | TEEN | 62.87 | Not recorded | 68fa7bdd1e209131cea8adee | | ALADE | 57.91 | Not recorded | 68fa7bdd1e209131cea8adee | | CEC | 54.33 | Not recorded | 68fa7bdd1e209131cea8adee | | WARP | 50.07 | Not recorded | 68fa7bdd1e209131cea8adee | | BIDIST | 43.72 | Not recorded | 68fa7bdd1e209131cea8adee | | SAVC | 41.75 | Not recorded | 68fa7bdd1e209131cea8adee | | S3C | 31.55 | Not recorded | 68fa7bdd1e209131cea8adee | ### SAFA-SNN Accuracy (Session 0): 74.66. Result ID: 6a03089747f34ce924e6aeb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### CLOSER Accuracy (Session 0): 65.88. Result ID: 6a03089747f34ce924e6aeae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### FACT Accuracy (Session 0): 63.03. Result ID: 6a03089747f34ce924e6aea8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### TEEN Accuracy (Session 0): 62.87. Result ID: 6a03089747f34ce924e6aeac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### ALADE Accuracy (Session 0): 57.91. Result ID: 6a03089747f34ce924e6aeaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SNN","Task":"FSCIL"}. This record does not assert independent reproduction. ### CEC Accuracy (Session 0): 54.33. Result ID: 6a03089747f34ce924e6aea7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### WARP Accuracy (Session 0): 50.07. Result ID: 6a03089747f34ce924e6aead. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### BIDIST Accuracy (Session 0): 43.72. Result ID: 6a03089747f34ce924e6aeaa. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### SAVC Accuracy (Session 0): 41.75. Result ID: 6a03089747f34ce924e6aeab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. ### S3C Accuracy (Session 0): 31.55. Result ID: 6a03089747f34ce924e6aea9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.