# Image Classification on ImageNet B 2012 (val) Source: [Image Classification on ImageNet B 2012 (val)]() Collection index: [llms.txt]() Data updated: 2026-05-14T06:58:29.945Z Evaluation of Image Classification performance on the validation split of the ImageNet B 2012 dataset, reporting metrics such as Estimated Accuracy and Area Under the Precision-Recall Curve (AUPR). 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 B 2012 (val) | | Metric | Estimated Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Estimated Accuracy](): Higher is better; unit: PERCENT. - [AUPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Estimated Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TS | 80.86 | Not recorded | 68fa67d21e209131cea18b0c | | TS | 80.44 | Not recorded | 68fa67d21e209131cea18b0c | | MP\* | 76.38 | Not recorded | 68fa67d21e209131cea18b0c | | MP\* | 75.39 | Not recorded | 68fa67d21e209131cea18b0c | | Entropy | 71.31 | Not recorded | 68fa67d21e209131cea18b0c | | MP | 70.04 | Not recorded | 68fa67d21e209131cea18b0c | | MP | 67.57 | Not recorded | 68fa67d21e209131cea18b0c | | Entropy | 66.94 | Not recorded | 68fa67d21e209131cea18b0c | | DIVER | 28.7 | Not recorded | 6a055714dbc836b87d828c8b | | DIVER | 27.8 | Not recorded | 6a055714dbc836b87d828c8b | | DIVER | 26.1 | Not recorded | 6a055714dbc836b87d828c8b | | GLaD | 23.7 | Not recorded | 6a055714dbc836b87d828c8b | | GLaD | 22.5 | Not recorded | 6a055714dbc836b87d828c8b | | DD | 21.3 | Not recorded | 6a055714dbc836b87d828c8b | | DD | 21 | Not recorded | 6a055714dbc836b87d828c8b | | GLaD | 20.1 | Not recorded | 6a055714dbc836b87d828c8b | | DD | 16.7 | Not recorded | 6a055714dbc836b87d828c8b | ### TS Estimated Accuracy: 80.86. Result ID: 698d48b08b517eb4332059d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction. ### TS Estimated Accuracy: 80.44. Result ID: 698d48b08b517eb4332059d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"ResNet-50"}. This record does not assert independent reproduction. ### MP\* Estimated Accuracy: 76.38. Result ID: 698d48b08b517eb4332059d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"ResNet-50"}. This record does not assert independent reproduction. ### MP\* Estimated Accuracy: 75.39. Result ID: 698d48b08b517eb4332059d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction. ### Entropy Estimated Accuracy: 71.31. Result ID: 698d48b08b517eb4332059d0. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction. ### MP Estimated Accuracy: 70.04. Result ID: 698d48b08b517eb4332059cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"MobileNet"}. This record does not assert independent reproduction. ### MP Estimated Accuracy: 67.57. Result ID: 698d48b08b517eb4332059d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"ResNet-50"}. This record does not assert independent reproduction. ### Entropy Estimated Accuracy: 66.94. Result ID: 698d48b08b517eb4332059d5. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"ResNet-50"}. This record does not assert independent reproduction. ### DIVER Estimated Accuracy: 28.7. Result ID: 6a05729047f34ce924ebe6e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alg.":"MTT","IPC":"1"}. This record does not assert independent reproduction. ### DIVER Estimated Accuracy: 27.8. Result ID: 6a05729047f34ce924ebe6e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alg.":"DC","IPC":"1"}. This record does not assert independent reproduction. ### DIVER Estimated Accuracy: 26.1. Result ID: 6a05729047f34ce924ebe6e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alg.":"DM","IPC":"1"}. This record does not assert independent reproduction. ### GLaD Estimated Accuracy: 23.7. Result ID: 6a05729047f34ce924ebe6e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Alg.":"DC","IPC":"1"}. This record does not assert independent reproduction. ### GLaD Estimated Accuracy: 22.5. Result ID: 6a05729047f34ce924ebe6e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Alg.":"MTT","IPC":"1"}. This record does not assert independent reproduction. ### DD Estimated Accuracy: 21.3. Result ID: 6a05729047f34ce924ebe6e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alg.":"DC","IPC":"1"}. This record does not assert independent reproduction. ### DD Estimated Accuracy: 21. Result ID: 6a05729047f34ce924ebe6e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alg.":"MTT","IPC":"1"}. This record does not assert independent reproduction. ### GLaD Estimated Accuracy: 20.1. Result ID: 6a05729047f34ce924ebe6e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Alg.":"DM","IPC":"1"}. This record does not assert independent reproduction. ### DD Estimated Accuracy: 16.7. Result ID: 6a05729047f34ce924ebe6e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alg.":"DM","IPC":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.