# Image Classification on CUB (Accuracy and Sparsity) Source: [Image Classification on CUB (Accuracy and Sparsity)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:49.182Z Evaluation of standard Image Classification performance on the CUB dataset, reporting classification accuracy and 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) | CUB | | 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 | 81.9 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-H | 80.3 | Not recorded | 68fa73d51e209131cea5e622 | | CF-CBM-H | 79.5 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-H | 78.9 | Not recorded | 68fa73d51e209131cea5e622 | | Baseline (Images) | 76.7 | Not recorded | 68fa73d51e209131cea5e622 | | Label-Free CBMs | 74.59 | Not recorded | 68fa73d51e209131cea5e622 | | CF-CBM-L | 73.2 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-L | 59.62 | Not recorded | 68fa73d51e209131cea5e622 | | CLIP Embeddings-L | 47.8 | Not recorded | 68fa73d51e209131cea5e622 | | CDM-L | 39.05 | Not recorded | 68fa73d51e209131cea5e622 | ### CLIP Embeddings-H Accuracy: 81.9. Result ID: 69930dd13a6c314849135ff1. [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-H Accuracy: 80.3. Result ID: 69930dd13a6c314849135ff4. [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. ### CF-CBM-H Accuracy: 79.5. Result ID: 69930dd13a6c314849135ff6. [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: 78.9. Result ID: 69930dd13a6c314849135ff5. [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: 76.7. Result ID: 69930dd13a6c314849135ff0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Type":"Non-Interpretable","Concepts":false,"Sparsity Optimized":false}. This record does not assert independent reproduction. ### Label-Free CBMs Accuracy: 74.59. Result ID: 69930dd13a6c314849135ff3. [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. ### CF-CBM-L Accuracy: 73.2. Result ID: 69930dd13a6c314849135ff9. [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: 59.62. Result ID: 69930dd13a6c314849135ff8. [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. ### CLIP Embeddings-L Accuracy: 47.8. Result ID: 69930dd13a6c314849135ff2. [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: 39.05. Result ID: 69930dd13a6c314849135ff7. [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.