# Image Classification on ImageNet clean (val) Source: [Image Classification on ImageNet clean (val)]() Collection index: [llms.txt]() Data updated: 2026-03-19T09:09:06.387Z Evaluation of Image Classification performance on the validation split of the ImageNet clean dataset, reporting Top-1 Accuracy, Negative Log-Likelihood (NLL), and Expected Calibration Error (ECE). 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 clean (val) | | Metric | Top-1 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [NLL](): Lower is better; unit: SCALAR. - [ECE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | None | 76.41 | Not recorded | 69bb831d0636e5bf4afc1aea | | None | 76.35 | Not recorded | 69bb831d0636e5bf4afc1aea | | GCh | 76.23 | Not recorded | 69bb831d0636e5bf4afc1aea | | GCh | 76.18 | Not recorded | 69bb831d0636e5bf4afc1aea | | DropBlock | 75.86 | Not recorded | 69bb831d0636e5bf4afc1aea | | DropBlock | 75.21 | Not recorded | 69bb831d0636e5bf4afc1aea | ### None Top-1 Accuracy: 76.41. Result ID: 69bbbd2d47f34ce924a5ced0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Injection site":"L4","Checkpoint selection":"best checkpoint"}. This record does not assert independent reproduction. ### None Top-1 Accuracy: 76.35. Result ID: 69bbbd2d47f34ce924a5ced3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Injection Site":"L4","Evaluation Checkpoint":"latest checkpoint / final epoch"}. This record does not assert independent reproduction. ### GCh Top-1 Accuracy: 76.23. Result ID: 69bbbd2d47f34ce924a5ced2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Injection site":"L4","Checkpoint selection":"best checkpoint"}. This record does not assert independent reproduction. ### GCh Top-1 Accuracy: 76.18. Result ID: 69bbbd2d47f34ce924a5ced5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Injection Site":"L4","Evaluation Checkpoint":"latest checkpoint / final epoch"}. This record does not assert independent reproduction. ### DropBlock Top-1 Accuracy: 75.86. Result ID: 69bbbd2d47f34ce924a5ced1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Injection site":"L4","Checkpoint selection":"best checkpoint"}. This record does not assert independent reproduction. ### DropBlock Top-1 Accuracy: 75.21. Result ID: 69bbbd2d47f34ce924a5ced4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Injection Site":"L4","Evaluation Checkpoint":"latest checkpoint / final epoch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.