# Image Classification on ImageNet-1K (test) (Final Accuracy & Training Metrics) Source: [Image Classification on ImageNet-1K (test) (Final Accuracy & Training Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:15.229Z Evaluation of Image Classification performance on the test split of ImageNet-1K, focusing on final accuracy alongside training convergence metrics like epochs and improvement rate. 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 (test) | | Metric | Final Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Final Accuracy](): Higher is better; unit: PERCENT. - [Epochs](): Higher is better; unit: SCALAR. - [Improvement Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Final Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Random | 66.7 | Not recorded | 694cc4f453fdd5c36173a78d | | Uncertainty | 66.5 | Not recorded | 694cc4f453fdd5c36173a78d | | MODE | 66.4 | Not recorded | 694cc4f453fdd5c36173a78d | | Diversity | 65.6 | Not recorded | 694cc4f453fdd5c36173a78d | | MODE | 63.1 | Not recorded | 694cc4f453fdd5c36173a78d | | Diversity | 62.4 | Not recorded | 694cc4f453fdd5c36173a78d | | Random | 61.8 | Not recorded | 694cc4f453fdd5c36173a78d | | Uncertainty | 61.7 | Not recorded | 694cc4f453fdd5c36173a78d | | MODE | 54.9 | Not recorded | 694cc4f453fdd5c36173a78d | | Random | 48 | Not recorded | 694cc4f453fdd5c36173a78d | | Diversity | 47.9 | Not recorded | 694cc4f453fdd5c36173a78d | | Uncertainty | 47.7 | Not recorded | 694cc4f453fdd5c36173a78d | ### Random Final Accuracy: 66.7. Result ID: 6999405c5698665ec4aa6646. [Reporting paper]() Recorded evaluation configuration: {"Budget":"70%"}. This record does not assert independent reproduction. ### Uncertainty Final Accuracy: 66.5. Result ID: 6999405c5698665ec4aa6647. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"70%"}. This record does not assert independent reproduction. ### MODE Final Accuracy: 66.4. Result ID: 6999405c5698665ec4aa6648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"70%"}. This record does not assert independent reproduction. ### Diversity Final Accuracy: 65.6. Result ID: 6999405c5698665ec4aa6649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"70%"}. This record does not assert independent reproduction. ### MODE Final Accuracy: 63.1. Result ID: 6999405c5698665ec4aa6642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"30%"}. This record does not assert independent reproduction. ### Diversity Final Accuracy: 62.4. Result ID: 6999405c5698665ec4aa6643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"30%"}. This record does not assert independent reproduction. ### Random Final Accuracy: 61.8. Result ID: 6999405c5698665ec4aa6644. [Reporting paper]() Recorded evaluation configuration: {"Budget":"30%"}. This record does not assert independent reproduction. ### Uncertainty Final Accuracy: 61.7. Result ID: 6999405c5698665ec4aa6645. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"30%"}. This record does not assert independent reproduction. ### MODE Final Accuracy: 54.9. Result ID: 6999405c5698665ec4aa663e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### Random Final Accuracy: 48. Result ID: 6999405c5698665ec4aa663f. [Reporting paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### Diversity Final Accuracy: 47.9. Result ID: 6999405c5698665ec4aa6640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### Uncertainty Final Accuracy: 47.7. Result ID: 6999405c5698665ec4aa6641. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.