# Image Classification on ImageNet (val) (CR and Accuracy Loss) Source: [Image Classification on ImageNet (val) (CR and Accuracy Loss)]() Collection index: [llms.txt]() Data updated: 2026-03-10T07:43:55.929Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Contrastive Ratio (CR) and Accuracy Loss. 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) | ImageNet (val) | | Metric | Contrastive Ratio (CR) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Contrastive Ratio (CR)](): Higher is better; unit: SCALAR. - [Accuracy Loss](): Lower is better; unit: PERCENT. ## Recorded results | Method | Contrastive Ratio (CR) | Result date | Report paper | | --- | --- | --- | --- | | LegoNet-C | 128 | Not recorded | 69afa57c2d603e6de3e439aa | | LegoNet-A | 64 | Not recorded | 69afa57c2d603e6de3e439aa | | DC | 49 | Not recorded | 69afa57c2d603e6de3e439aa | | LSSQ | 49 | Not recorded | 69afa57c2d603e6de3e439aa | | ARQ | 26 | Not recorded | 69afa57c2d603e6de3e439aa | | VQ | 24 | Not recorded | 69afa57c2d603e6de3e439aa | | PQFT | 19 | Not recorded | 69afa57c2d603e6de3e439aa | | DKM4 | 16 | Not recorded | 69afa57c2d603e6de3e439aa | | MMSE | 8 | Not recorded | 69afa57c2d603e6de3e439aa | | AN | 3.8 | Not recorded | 69afa57c2d603e6de3e439aa | | CHIP | 2.26 | Not recorded | 69afa57c2d603e6de3e439aa | | DMC | 2.22 | Not recorded | 69afa57c2d603e6de3e439aa | | CC | 2.07 | Not recorded | 69afa57c2d603e6de3e439aa | ### LegoNet-C Contrastive Ratio (CR): 128. Result ID: 69afcba26dbb7075b957da4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LegoNet-A Contrastive Ratio (CR): 64. Result ID: 69afcba26dbb7075b957da4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DC Contrastive Ratio (CR): 49. Result ID: 69afcba26dbb7075b957da4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LSSQ Contrastive Ratio (CR): 49. Result ID: 69afcba26dbb7075b957da4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ARQ Contrastive Ratio (CR): 26. Result ID: 69afcba26dbb7075b957da50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### VQ Contrastive Ratio (CR): 24. Result ID: 69afcba26dbb7075b957da51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### PQFT Contrastive Ratio (CR): 19. Result ID: 69afcba26dbb7075b957da53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DKM4 Contrastive Ratio (CR): 16. Result ID: 69afcba26dbb7075b957da52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MMSE Contrastive Ratio (CR): 8. Result ID: 69afcba26dbb7075b957da4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### AN Contrastive Ratio (CR): 3.8. Result ID: 69afcba26dbb7075b957da55. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CHIP Contrastive Ratio (CR): 2.26. Result ID: 69afcba26dbb7075b957da57. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DMC Contrastive Ratio (CR): 2.22. Result ID: 69afcba26dbb7075b957da54. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CC Contrastive Ratio (CR): 2.07. Result ID: 69afcba26dbb7075b957da56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. 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