# Image Classification on ImageNet (Accuracy and Sparsity) Source: [Image Classification on ImageNet (Accuracy and Sparsity)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:49.204Z Evaluation of Image Classification performance on the standard ImageNet dataset, measuring accuracy alongside model sparsity. 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 | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Sparsity](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP Embeddings-H | 79.4 | Not recorded | 68fa73d51e209131cea5e622 | | CF-CBM-L | 78.45 | Not recorded | 68fa73d51e209131cea5e622 | | CF-CBM-H | 77.4 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-H | 76.55 | Not recorded | 68fa73d51e209131cea5e622 | | Baseline (Images) | 76.13 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-H | 75.22 | Not recorded | 68fa73d51e209131cea5e622 | | Label-Free CBMs | 71.98 | Not recorded | 68fa73d51e209131cea5e622 | | CLIP Embeddings-L | 62.85 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-L | 58.2 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-L | 49.2 | Not recorded | 68fa73d51e209131cea5e622 | ### CLIP Embeddings-H Accuracy: 79.4. Result ID: 69930dd13a6c314849135ffb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture Type":"Non-Interpretable","Concepts":false,"Sparsity Optimized":false}. This record does not assert independent reproduction. ### CF-CBM-L Accuracy: 78.45. Result ID: 69930dd13a6c314849136003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Concept-Based Patches Low Level","Concepts":true,"Sparsity Optimized":true}. This record does not assert independent reproduction. ### CF-CBM-H Accuracy: 77.4. Result ID: 69930dd13a6c314849136000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Concept-Based Whole Image High Level","Concepts":true,"Sparsity Optimized":true}. This record does not assert independent reproduction. ### CDM-H Accuracy: 76.55. Result ID: 69930dd13a6c314849135fff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Concept-Based Whole Image High Level","Concepts":true,"Sparsity Optimized":true}. This record does not assert independent reproduction. ### Baseline (Images) Accuracy: 76.13. Result ID: 69930dd13a6c314849135ffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Non-Interpretable","Concepts":false,"Sparsity Optimized":false}. This record does not assert independent reproduction. ### CDM-H Accuracy: 75.22. Result ID: 69930dd13a6c314849135ffe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Concept-Based Whole Image High Level","Concepts":true,"Sparsity Optimized":false}. This record does not assert independent reproduction. ### Label-Free CBMs Accuracy: 71.98. Result ID: 69930dd13a6c314849135ffd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Concept-Based Whole Image High Level","Concepts":true,"Sparsity Optimized":true}. This record does not assert independent reproduction. ### CLIP Embeddings-L Accuracy: 62.85. Result ID: 69930dd13a6c314849135ffc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture Type":"Non-Interpretable","Concepts":false,"Sparsity Optimized":false}. This record does not assert independent reproduction. ### CDM-L Accuracy: 58.2. Result ID: 69930dd13a6c314849136002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Concept-Based Patches Low Level","Concepts":true,"Sparsity Optimized":true}. This record does not assert independent reproduction. ### CDM-L Accuracy: 49.2. Result ID: 69930dd13a6c314849136001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Concept-Based Patches Low Level","Concepts":true,"Sparsity Optimized":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.