# Interpretable Image Classification on ImageNet (test) Source: [Interpretable Image Classification on ImageNet (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:03.564Z Evaluation of Image Classification performance on the ImageNet test set, specifically focusing on metrics related to model interpretability, such as Classification Accuracy, Support Precision, and Support Recall. 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 | Interpretable Image Classification | | Dataset (including any stated split) | ImageNet (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Support Precision](): Higher is better; unit: PERCENT. - [Support Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CBM | 78.5 | Not recorded | 698eafedc97a0b3e3b5e65cc | | OMP | 70.7 | Not recorded | 698eafedc97a0b3e3b5e65cc | | HCEP | 65.2 | Not recorded | 698eafedc97a0b3e3b5e65cc | | HCEP | 61.3 | Not recorded | 698eafedc97a0b3e3b5e65cc | | OMP | 57.4 | Not recorded | 698eafedc97a0b3e3b5e65cc | | HCEP | 57.3 | Not recorded | 698eafedc97a0b3e3b5e65cc | | OMP | 52.9 | Not recorded | 698eafedc97a0b3e3b5e65cc | | HCEP | 52.1 | Not recorded | 698eafedc97a0b3e3b5e65cc | | OMP | 45.8 | Not recorded | 698eafedc97a0b3e3b5e65cc | | CBM | 44 | Not recorded | 698eafedc97a0b3e3b5e65cc | | CBM | 34.4 | Not recorded | 698eafedc97a0b3e3b5e65cc | | Hierarch. NN | 29.8 | Not recorded | 698eafedc97a0b3e3b5e65cc | | Hierarch. NN | 29 | Not recorded | 698eafedc97a0b3e3b5e65cc | | Hierarch. NN | 28.1 | Not recorded | 698eafedc97a0b3e3b5e65cc | | CBM | 24.7 | Not recorded | 698eafedc97a0b3e3b5e65cc | | Hierarch. NN | 15.7 | Not recorded | 698eafedc97a0b3e3b5e65cc | ### CBM Accuracy: 78.5. Result ID: 6998c0215698665ec4233ba3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"Full","Sparsity level":"14"}. This record does not assert independent reproduction. ### OMP Accuracy: 70.7. Result ID: 6998c0215698665ec4233b9b. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"Full","Sparsity level":"14"}. This record does not assert independent reproduction. ### HCEP Accuracy: 65.2. Result ID: 6998c0215698665ec4233ba7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"Full","Sparsity level":"14"}. This record does not assert independent reproduction. ### HCEP Accuracy: 61.3. Result ID: 6998c0215698665ec4233ba6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"50-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### OMP Accuracy: 57.4. Result ID: 6998c0215698665ec4233b9a. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"50-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### HCEP Accuracy: 57.3. Result ID: 6998c0215698665ec4233ba5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"25-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### OMP Accuracy: 52.9. Result ID: 6998c0215698665ec4233b99. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"25-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### HCEP Accuracy: 52.1. Result ID: 6998c0215698665ec4233ba4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"12-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### OMP Accuracy: 45.8. Result ID: 6998c0215698665ec4233b98. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"12-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### CBM Accuracy: 44. Result ID: 6998c0215698665ec4233ba2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"50-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### CBM Accuracy: 34.4. Result ID: 6998c0215698665ec4233ba1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"25-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### Hierarch. NN Accuracy: 29.8. Result ID: 6998c0215698665ec4233b9e. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"50-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### Hierarch. NN Accuracy: 29. Result ID: 6998c0215698665ec4233b9d. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"25-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### Hierarch. NN Accuracy: 28.1. Result ID: 6998c0215698665ec4233b9c. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"12-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### CBM Accuracy: 24.7. Result ID: 6998c0215698665ec4233ba0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data regime":"12-shot","Sparsity level":"14"}. This record does not assert independent reproduction. ### Hierarch. NN Accuracy: 15.7. Result ID: 6998c0215698665ec4233b9f. [Reporting paper]() Recorded evaluation configuration: {"Data regime":"Full","Sparsity level":"14"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.