# Concept Discovery on ImageNet Source: [Concept Discovery on ImageNet]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:06:27.521Z Evaluation of concept discovery capabilities on the ImageNet dataset, reporting metrics such as Coverage, Precision, Recall, F1, and mIoU. 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 | Concept Discovery | | Dataset (including any stated split) | ImageNet | | Metric | Coverage | | 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 - [Coverage](): Higher is better; unit: PERCENT. - [Redundancy](): Lower is better; unit: SCALAR. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AP (Average Precision)](): Higher is better; unit: PERCENT. - [M Score](): Higher is better; unit: SCALAR. - [S1 Score](): Higher is better; unit: SCALAR. - [S2 Score](): Higher is better; unit: SCALAR. - [mIoU](): Higher is better; unit: PERCENT. - [I1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Coverage | Result date | Report paper | | --- | --- | --- | --- | | EDDP-U | 85 | Not recorded | 68fa7bb51e209131cea8a0b8 | | EDDP-C | 85 | Not recorded | 68fa7bb51e209131cea8a0b8 | | EDDP-U | 85 | Not recorded | 68fa7bb51e209131cea8a0b8 | | EDDP-C | 85 | Not recorded | 68fa7bb51e209131cea8a0b8 | | EDDP-U | 85 | Not recorded | 68fa7bb51e209131cea8a0b8 | | EDDP-C | 85 | Not recorded | 68fa7bb51e209131cea8a0b8 | | PCA | 68 | Not recorded | 68fa7bb51e209131cea8a0b8 | | PCA | 67 | Not recorded | 68fa7bb51e209131cea8a0b8 | | PCA | 63 | Not recorded | 68fa7bb51e209131cea8a0b8 | | Natural | 51 | Not recorded | 68fa7bb51e209131cea8a0b8 | ### EDDP-U Coverage: 85. Result ID: 69b122806dbb7075b95b6150. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster Count (I)":"960","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### EDDP-C Coverage: 85. Result ID: 69b122806dbb7075b95b6151. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster Count (I)":"960","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### EDDP-U Coverage: 85. Result ID: 69b122806dbb7075b95b6153. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster Count (I)":"1120","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### EDDP-C Coverage: 85. Result ID: 69b122806dbb7075b95b6154. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster Count (I)":"1120","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### EDDP-U Coverage: 85. Result ID: 69b122806dbb7075b95b6157. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster Count (I)":"1280","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### EDDP-C Coverage: 85. Result ID: 69b122806dbb7075b95b6158. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cluster Count (I)":"1280","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### PCA Coverage: 68. Result ID: 69b122806dbb7075b95b6156. [Reporting paper]() Recorded evaluation configuration: {"Cluster Count (I)":"1280","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### PCA Coverage: 67. Result ID: 69b122806dbb7075b95b6152. [Reporting paper]() Recorded evaluation configuration: {"Cluster Count (I)":"1120","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### PCA Coverage: 63. Result ID: 69b122806dbb7075b95b614f. [Reporting paper]() Recorded evaluation configuration: {"Cluster Count (I)":"960","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. ### Natural Coverage: 51. Result ID: 69b122806dbb7075b95b6155. [Reporting paper]() Recorded evaluation configuration: {"Cluster Count (I)":"1280","Backbone":"EfficientNet (b0)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.