# Image Classification on ImageNet novel and all classes Source: [Image Classification on ImageNet novel and all classes]() Collection index: [llms.txt]() Data updated: 2026-02-27T06:19:13.532Z Evaluation of Image Classification performance across both novel and original classes of the ImageNet distribution, reporting Top-5 Accuracy metrics. 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 novel and all classes | | Metric | Novel Top-5 Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Novel Top-5 Accuracy](): Higher is better; unit: PERCENT. - [All Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Novel Top-5 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PN w/ G | 55.9 | Not recorded | 68fa65a51e209131cea0b981 | | PN | 54.4 | Not recorded | 68fa65a51e209131cea0b981 | | MN | 54 | Not recorded | 68fa65a51e209131cea0b981 | | TAFE-Net | 53.9 | Not recorded | 68fa65a51e209131cea0b981 | | LogReg | 51.1 | Not recorded | 68fa65a51e209131cea0b981 | | LogReg w/ Analogies | 50.8 | Not recorded | 68fa65a51e209131cea0b981 | | PN w/ G | 45 | Not recorded | 68fa65a51e209131cea0b981 | | MN | 43.6 | Not recorded | 68fa65a51e209131cea0b981 | | TAFE-Net | 43 | Not recorded | 68fa65a51e209131cea0b981 | | LogReg w/ Analogies | 40.7 | Not recorded | 68fa65a51e209131cea0b981 | | PN | 39.3 | Not recorded | 68fa65a51e209131cea0b981 | | LogReg | 38.4 | Not recorded | 68fa65a51e209131cea0b981 | ### PN w/ G Novel Top-5 Accuracy: 55.9. Result ID: 69a1374a35dfcabb00e58dd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"2","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### PN Novel Top-5 Accuracy: 54.4. Result ID: 69a1374a35dfcabb00e58dc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"2","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### MN Novel Top-5 Accuracy: 54. Result ID: 69a1374a35dfcabb00e58dcb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"2","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### TAFE-Net Novel Top-5 Accuracy: 53.9. Result ID: 69a1374a35dfcabb00e58dcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"2","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### LogReg Novel Top-5 Accuracy: 51.1. Result ID: 69a1374a35dfcabb00e58dc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"2","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### LogReg w/ Analogies Novel Top-5 Accuracy: 50.8. Result ID: 69a1374a35dfcabb00e58dcf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"2","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### PN w/ G Novel Top-5 Accuracy: 45. Result ID: 69a1374a35dfcabb00e58dd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"1","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### MN Novel Top-5 Accuracy: 43.6. Result ID: 69a1374a35dfcabb00e58dca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"1","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### TAFE-Net Novel Top-5 Accuracy: 43. Result ID: 69a1374a35dfcabb00e58dcc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"1","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### LogReg w/ Analogies Novel Top-5 Accuracy: 40.7. Result ID: 69a1374a35dfcabb00e58dce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"1","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### PN Novel Top-5 Accuracy: 39.3. Result ID: 69a1374a35dfcabb00e58dc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"n":"1","Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### LogReg Novel Top-5 Accuracy: 38.4. Result ID: 69a1374a35dfcabb00e58dc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"n":"1","Backbone":"ResNet-10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.