# Image Classification on iFMNIST (Time and Memory) Source: [Image Classification on iFMNIST (Time and Memory)]() Collection index: [llms.txt]() Data updated: 2026-04-14T08:11:48.826Z Evaluation of Image Classification model efficiency on the iFMNIST dataset, measuring execution time and peak memory consumption. 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) | iFMNIST | | Metric | Peak Memory | | Unit | SIZE | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Peak Memory](): Lower is better; unit: SIZE. - [Time](): Lower is better; unit: TIME. - [Training Time](): Lower is better; unit: TIME. ## Recorded results | Method | Peak Memory | Result date | Report paper | | --- | --- | --- | --- | | CBM | 1 | Not recorded | 68fa79361e209131cea7ca95 | | CBM+SC | 1 | Not recorded | 68fa79361e209131cea7ca95 | | CREAM | 1 | Not recorded | 68fa79361e209131cea7ca95 | | C2BM | 1 | Not recorded | 68fa79361e209131cea7ca95 | | CREAM | 1 | Not recorded | 68fa79361e209131cea7ca95 | | ACBM | 1.04 | Not recorded | 68fa79361e209131cea7ca95 | | SCBM | 1.05 | Not recorded | 68fa79361e209131cea7ca95 | | CREAM | 1.259 | Not recorded | 68fa79361e209131cea7ca95 | | CGMprior | 36.138 | Not recorded | 68fa79361e209131cea7ca95 | | CGM | 36.14 | Not recorded | 68fa79361e209131cea7ca95 | | CGM | 361.87 | Not recorded | 68fa79361e209131cea7ca95 | | CGMCD | 361.8742 | Not recorded | 68fa79361e209131cea7ca95 | ### CBM Peak Memory: 1. Result ID: 69ddf6c247f34ce924c549e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Device":"CPU","Measurement":"Relative to CBM"}. This record does not assert independent reproduction. ### CBM+SC Peak Memory: 1. Result ID: 69ddf6c247f34ce924c54a1b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CREAM Peak Memory: 1. Result ID: 69ddf6c247f34ce924c54a1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"side\_channel":"false"}. This record does not assert independent reproduction. ### C2BM Peak Memory: 1. Result ID: 69ddf6c247f34ce924c54a21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CREAM Peak Memory: 1. Result ID: 69ddf6c247f34ce924c54a22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"side\_channel":"true"}. This record does not assert independent reproduction. ### ACBM Peak Memory: 1.04. Result ID: 69ddf6c247f34ce924c54a1c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCBM Peak Memory: 1.05. Result ID: 69ddf6c247f34ce924c54a1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CREAM Peak Memory: 1.259. Result ID: 69ddf6c247f34ce924c549e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Device":"CPU","Measurement":"Relative to CBM"}. This record does not assert independent reproduction. ### CGMprior Peak Memory: 36.138. Result ID: 69ddf6c247f34ce924c549e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Device":"CPU","Measurement":"Relative to CBM"}. This record does not assert independent reproduction. ### CGM Peak Memory: 36.14. Result ID: 69ddf6c247f34ce924c54a20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"prior","execution":"CPU"}. This record does not assert independent reproduction. ### CGM Peak Memory: 361.87. Result ID: 69ddf6c247f34ce924c54a1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"CD","execution":"CPU"}. This record does not assert independent reproduction. ### CGMCD Peak Memory: 361.8742. Result ID: 69ddf6c247f34ce924c549e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Device":"CPU","Measurement":"Relative to CBM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.