# Image Classification on ImageNet (Accuracy and Model Size) Source: [Image Classification on ImageNet (Accuracy and Model Size)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:11.041Z Evaluation of Image Classification performance on the standard ImageNet dataset, measuring accuracy alongside model size and performance deterioration metrics. 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 | 18 of 18 | | 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. - [Avg Performance Deterioration](): Lower is better; unit: SCALAR. - [Model Size (MB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Classifier | 79.84 | Not recorded | 68fa6c0d1e209131cea31b74 | | Piggyback | 79.84 | Not recorded | 68fa6c0d1e209131cea31b74 | | Adaptor-B | 79.84 | Not recorded | 68fa6c0d1e209131cea31b74 | | MEAT | 79.84 | Not recorded | 68fa6c0d1e209131cea31b74 | | Classifier | 72.2 | Not recorded | 68fa6c0d1e209131cea31b74 | | Piggyback | 72.2 | Not recorded | 68fa6c0d1e209131cea31b74 | | Adaptor-B | 72.2 | Not recorded | 68fa6c0d1e209131cea31b74 | | MEAT | 72.2 | Not recorded | 68fa6c0d1e209131cea31b74 | | Classifier | 55.42 | Not recorded | 68fa6c0d1e209131cea31b74 | | Piggyback | 55.42 | Not recorded | 68fa6c0d1e209131cea31b74 | | Adaptor-B | 55.42 | Not recorded | 68fa6c0d1e209131cea31b74 | | MEAT | 55.42 | Not recorded | 68fa6c0d1e209131cea31b74 | | Individual | 49.78 | Not recorded | 68fa6c0d1e209131cea31b74 | | Individual | 32.62 | Not recorded | 68fa6c0d1e209131cea31b74 | | Individual | 30.82 | Not recorded | 68fa6c0d1e209131cea31b74 | | LwF | 28.54 | Not recorded | 68fa6c0d1e209131cea31b74 | | LwF | 26.24 | Not recorded | 68fa6c0d1e209131cea31b74 | | LwF | 23.01 | Not recorded | 68fa6c0d1e209131cea31b74 | ### Classifier Accuracy: 79.84. Result ID: 698ebe1cffc3901de0a04bd5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Piggyback Accuracy: 79.84. Result ID: 698ebe1cffc3901de0a04bd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Adaptor-B Accuracy: 79.84. Result ID: 698ebe1cffc3901de0a04bd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### MEAT Accuracy: 79.84. Result ID: 698ebe1cffc3901de0a04bd9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Classifier Accuracy: 72.2. Result ID: 698ebe1cffc3901de0a04bcf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti"}. This record does not assert independent reproduction. ### Piggyback Accuracy: 72.2. Result ID: 698ebe1cffc3901de0a04bd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti"}. This record does not assert independent reproduction. ### Adaptor-B Accuracy: 72.2. Result ID: 698ebe1cffc3901de0a04bd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti"}. This record does not assert independent reproduction. ### MEAT Accuracy: 72.2. Result ID: 698ebe1cffc3901de0a04bd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti"}. This record does not assert independent reproduction. ### Classifier Accuracy: 55.42. Result ID: 698ebe1cffc3901de0a04bdb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"T2T-ViT-12"}. This record does not assert independent reproduction. ### Piggyback Accuracy: 55.42. Result ID: 698ebe1cffc3901de0a04bdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"T2T-ViT-12"}. This record does not assert independent reproduction. ### Adaptor-B Accuracy: 55.42. Result ID: 698ebe1cffc3901de0a04bde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"T2T-ViT-12"}. This record does not assert independent reproduction. ### MEAT Accuracy: 55.42. Result ID: 698ebe1cffc3901de0a04bdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"T2T-ViT-12"}. This record does not assert independent reproduction. ### Individual Accuracy: 49.78. Result ID: 698ebe1cffc3901de0a04bd4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S"}. This record does not assert independent reproduction. ### Individual Accuracy: 32.62. Result ID: 698ebe1cffc3901de0a04bda. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"T2T-ViT-12"}. This record does not assert independent reproduction. ### Individual Accuracy: 30.82. Result ID: 698ebe1cffc3901de0a04bce. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti"}. This record does not assert independent reproduction. ### LwF Accuracy: 28.54. Result ID: 698ebe1cffc3901de0a04bdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"T2T-ViT-12"}. This record does not assert independent reproduction. ### LwF Accuracy: 26.24. Result ID: 698ebe1cffc3901de0a04bd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-Ti"}. This record does not assert independent reproduction. ### LwF Accuracy: 23.01. Result ID: 698ebe1cffc3901de0a04bd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.