# 5-way 5-shot classification convergence time on miniImageNet (test) Source: [5-way 5-shot classification convergence time on miniImageNet (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:50.728Z Evaluation of training efficiency for 5-way 5-shot classification on the test split of miniImageNet, specifically measuring the time required (in hours) to reach predefined accuracy thresholds. 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 | 5-way 5-shot classification | | Dataset (including any stated split) | miniImageNet (test) | | Metric | Convergence Time (67% Acc, hours) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 4 of 4 | | 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 - [Convergence Time (67% Acc, hours)](): Lower is better; unit: TIME. - [Convergence Time (69% Acc, hours)](): Lower is better; unit: TIME. ## Recorded results | Method | Convergence Time (67% Acc, hours) | Result date | Report paper | | --- | --- | --- | --- | | PZOBO | 2 | Not recorded | 68fa59571e209131ce9b61c5 | | ProtNet | 3.5 | Not recorded | 68fa59571e209131ce9b61c5 | | ANIL | 6.3 | Not recorded | 68fa59571e209131ce9b61c5 | | MAML | 9.7 | Not recorded | 68fa59571e209131ce9b61c5 | ### PZOBO Convergence Time (67% Acc, hours): 2. Result ID: 698ba6697a967eddb77052b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ProtNet Convergence Time (67% Acc, hours): 3.5. Result ID: 698ba6697a967eddb77052b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ANIL Convergence Time (67% Acc, hours): 6.3. Result ID: 698ba6697a967eddb77052b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MAML Convergence Time (67% Acc, hours): 9.7. Result ID: 698ba6697a967eddb77052b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.