# Image Classification on cFMNIST (Time and Memory) Source: [Image Classification on cFMNIST (Time and Memory)]() Collection index: [llms.txt]() Data updated: 2026-04-14T08:11:48.857Z Evaluation of Image Classification models on the cFMNIST dataset, focusing on resource utilization metrics such as execution time and peak memory usage. 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) | cFMNIST | | Metric | Peak Memory Usage | | 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 Usage](): Lower is better; unit: SIZE. - [Inference Time](): Lower is better; unit: TIME. - [Training Time](): Lower is better; unit: TIME. ## Recorded results | Method | Peak Memory Usage | 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 | 40.627 | Not recorded | 68fa79361e209131cea7ca95 | | CGM | 40.63 | Not recorded | 68fa79361e209131cea7ca95 | | CGM | 1139.22 | Not recorded | 68fa79361e209131cea7ca95 | | CGMCD | 1139.2243 | Not recorded | 68fa79361e209131cea7ca95 | ### CBM Peak Memory Usage: 1. Result ID: 69ddf6c247f34ce924c549ea. [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 Usage: 1. Result ID: 69ddf6c247f34ce924c54a23. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CREAM Peak Memory Usage: 1. Result ID: 69ddf6c247f34ce924c54a26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"side\_channel":"false"}. This record does not assert independent reproduction. ### C2BM Peak Memory Usage: 1. Result ID: 69ddf6c247f34ce924c54a29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CREAM Peak Memory Usage: 1. Result ID: 69ddf6c247f34ce924c54a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"side\_channel":"true"}. This record does not assert independent reproduction. ### ACBM Peak Memory Usage: 1.04. Result ID: 69ddf6c247f34ce924c54a24. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCBM Peak Memory Usage: 1.05. Result ID: 69ddf6c247f34ce924c54a25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CREAM Peak Memory Usage: 1.259. Result ID: 69ddf6c247f34ce924c549ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Device":"CPU","Measurement":"Relative to CBM"}. This record does not assert independent reproduction. ### CGMprior Peak Memory Usage: 40.627. Result ID: 69ddf6c247f34ce924c549ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Device":"CPU","Measurement":"Relative to CBM"}. This record does not assert independent reproduction. ### CGM Peak Memory Usage: 40.63. Result ID: 69ddf6c247f34ce924c54a28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"prior","execution":"CPU"}. This record does not assert independent reproduction. ### CGM Peak Memory Usage: 1139.22. Result ID: 69ddf6c247f34ce924c54a27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"CD","execution":"CPU"}. This record does not assert independent reproduction. ### CGMCD Peak Memory Usage: 1139.2243. Result ID: 69ddf6c247f34ce924c549eb. [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.