# Image Classification on CIFAR100 (Lower and Higher Level Accuracy) Source: [Image Classification on CIFAR100 (Lower and Higher Level Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-06T08:55:38.149Z Evaluation of Image Classification performance on the CIFAR-100 dataset, reporting accuracy broken down into lower-level (fine-grained) and higher-level (coarse-grained) components. 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) | CIFAR100 | | Metric | Lower Level Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Lower Level Accuracy](): Higher is better; unit: PERCENT. - [Higher Level Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Lower Level Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HIL-CBM(Features) | 81.54 | Not recorded | 69d33e137d0172140ec73731 | | HIL-CBM(Class names) | 79.24 | Not recorded | 69d33e137d0172140ec73731 | | Standard | 70.1 | Not recorded | 69d33e137d0172140ec73731 | | HIL-CBM | 69.91 | Not recorded | 69d33e137d0172140ec73731 | | HIL-CBM | 69.5 | Not recorded | 69d33e137d0172140ec73731 | | HybridCBM | 68.38 | Not recorded | 69d33e137d0172140ec73731 | | LF-CBM | 65.13 | Not recorded | 69d33e137d0172140ec73731 | | Standard Hierarchical | 58.6 | Not recorded | 69d33e137d0172140ec73731 | | Standard | 58.34 | Not recorded | 69d33e137d0172140ec73731 | | P-CBM | 43.2 | Not recorded | 69d33e137d0172140ec73731 | ### HIL-CBM(Features) Lower Level Accuracy: 81.54. Result ID: 69d374bb47f34ce924bb6bdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Sparse":"Yes"}. This record does not assert independent reproduction. ### HIL-CBM(Class names) Lower Level Accuracy: 79.24. Result ID: 69d374bb47f34ce924bb6bde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Sparse":"Yes"}. This record does not assert independent reproduction. ### Standard Lower Level Accuracy: 70.1. Result ID: 69d374bb47f34ce924bb6be0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"No"}. This record does not assert independent reproduction. ### HIL-CBM Lower Level Accuracy: 69.91. Result ID: 69d374bb47f34ce924bb6be1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"No"}. This record does not assert independent reproduction. ### HIL-CBM Lower Level Accuracy: 69.5. Result ID: 69d374bb47f34ce924bb6bdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"Yes"}. This record does not assert independent reproduction. ### HybridCBM Lower Level Accuracy: 68.38. Result ID: 69d374bb47f34ce924bb6bdc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"Yes"}. This record does not assert independent reproduction. ### LF-CBM Lower Level Accuracy: 65.13. Result ID: 69d374bb47f34ce924bb6bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"Yes"}. This record does not assert independent reproduction. ### Standard Hierarchical Lower Level Accuracy: 58.6. Result ID: 69d374bb47f34ce924bb6bd9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"Yes"}. This record does not assert independent reproduction. ### Standard Lower Level Accuracy: 58.34. Result ID: 69d374bb47f34ce924bb6bd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"Yes"}. This record does not assert independent reproduction. ### P-CBM Lower Level Accuracy: 43.2. Result ID: 69d374bb47f34ce924bb6bda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Sparse":"Yes"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.