# Image Classification on Caltech-101 non-IID (β = 0.1) (Forget) Source: [Image Classification on Caltech-101 non-IID (β = 0.1) (Forget)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:22.028Z Evaluation of Image Classification performance on the non-IID split (beta=0.1, Forget condition) of the Caltech-101 dataset, reporting Accuracy, MIA, and communication/computation 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) | Caltech-101 non-IID (β = 0.1) (Forget) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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. - [MIA](): Higher is better; unit: PERCENT. - [Average Gap](): Lower is better; unit: SCALAR. - [Communication Cost](): Lower is better; unit: SIZE. - [Computation Cost](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FT | 80.04 | Not recorded | 68fa775a1e209131cea72a43 | | PGD | 75.94 | Not recorded | 68fa775a1e209131cea72a43 | | FCU | 52.01 | Not recorded | 68fa775a1e209131cea72a43 | | MODE | 47.69 | Not recorded | 68fa775a1e209131cea72a43 | | NoT | 45.2 | Not recorded | 68fa775a1e209131cea72a43 | | Retrain | 43.8 | Not recorded | 68fa775a1e209131cea72a43 | ### FT Accuracy: 80.04. Result ID: 699482f13a6c3148491db5af. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT","Data Distribution":"non-IID (β = 0.1)","Client Setup":"10-client"}. This record does not assert independent reproduction. ### PGD Accuracy: 75.94. Result ID: 699482f13a6c3148491db5b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Data Distribution":"non-IID (β = 0.1)","Client Setup":"10-client"}. This record does not assert independent reproduction. ### FCU Accuracy: 52.01. Result ID: 699482f13a6c3148491db5b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Data Distribution":"non-IID (β = 0.1)","Client Setup":"10-client"}. This record does not assert independent reproduction. ### MODE Accuracy: 47.69. Result ID: 699482f13a6c3148491db5b1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT","Data Distribution":"non-IID (β = 0.1)","Client Setup":"10-client"}. This record does not assert independent reproduction. ### NoT Accuracy: 45.2. Result ID: 699482f13a6c3148491db5b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Data Distribution":"non-IID (β = 0.1)","Client Setup":"10-client"}. This record does not assert independent reproduction. ### Retrain Accuracy: 43.8. Result ID: 699482f13a6c3148491db5ae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT","Data Distribution":"non-IID (β = 0.1)","Client Setup":"10-client"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.