# Image Classification on ImageNet 1k (5% subset) Source: [Image Classification on ImageNet 1k (5% subset)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:49.704Z Evaluation of Image Classification performance using the 5% labeled subset of the ImageNet 1k dataset, measured by Top-1 accuracy and % GAP. 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 1k (5% subset) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. - [GAP (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Fine-tuning | 64.7 | Not recorded | 68fa7be61e209131cea8b292 | | Efficient Probing | 60.9 | Not recorded | 68fa7be61e209131cea8b292 | | Linear Probing | 49.6 | Not recorded | 68fa7be61e209131cea8b292 | ### Fine-tuning Top-1 Acc: 64.7. Result ID: 699ae28c5698665ec47284b0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MAE ViT-B","Evaluation Protocol":"Fine-tuning (FT)"}. This record does not assert independent reproduction. ### Efficient Probing Top-1 Acc: 60.9. Result ID: 699ae28c5698665ec47284af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MAE ViT-B","Evaluation Protocol":"Efficient Probing (EP)"}. This record does not assert independent reproduction. ### Linear Probing Top-1 Acc: 49.6. Result ID: 699ae28c5698665ec47284ae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MAE ViT-B","Evaluation Protocol":"Linear Probing (LP)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.