# Image Classification on reduced-scale ImageNet-1K (test) Source: [Image Classification on reduced-scale ImageNet-1K (test)]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:16:44.284Z Evaluation of Image Classification performance on the reduced-scale test split of the ImageNet-1K dataset, reporting Top-1 Accuracy. 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) | reduced-scale ImageNet-1K (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | E-RIDER | 66.66 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.65 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.64 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.62 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.56 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.51 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.48 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.41 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.37 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.35 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.35 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.34 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.32 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.21 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.19 | Not recorded | 699fd3612d603e6de3e3bcf3 | | E-RIDER | 66.13 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 64.09 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 64.07 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 64.06 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 64.05 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 64.05 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 64.02 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.82 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.77 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.75 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.74 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.67 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.66 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.64 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.61 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.6 | Not recorded | 699fd3612d603e6de3e3bcf3 | | AGAD | 63.4 | Not recorded | 699fd3612d603e6de3e3bcf3 | ### E-RIDER Top-1 Accuracy: 66.66. Result ID: 6a3b8440fbc373592c43657e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.65. Result ID: 6a3b8440fbc373592c436577. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.64. Result ID: 6a3b8440fbc373592c43657d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.62. Result ID: 6a3b8440fbc373592c436576. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.56. Result ID: 6a3b8440fbc373592c43657c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.51. Result ID: 6a3b8440fbc373592c436584. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.48. Result ID: 6a3b8440fbc373592c436575. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.41. Result ID: 6a3b8440fbc373592c436574. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.37. Result ID: 6a3b8440fbc373592c436587. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.35. Result ID: 6a3b8440fbc373592c436585. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.35. Result ID: 6a3b8440fbc373592c43658c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.34. Result ID: 6a3b8440fbc373592c43658d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.32. Result ID: 6a3b8440fbc373592c43657f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.21. Result ID: 6a3b8440fbc373592c436586. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.19. Result ID: 6a3b8440fbc373592c43658e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### E-RIDER Top-1 Accuracy: 66.13. Result ID: 6a3b8440fbc373592c43658f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 64.09. Result ID: 6a3b8440fbc373592c436583. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 64.07. Result ID: 6a3b8440fbc373592c43658b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 64.06. Result ID: 6a3b8440fbc373592c43657a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 64.05. Result ID: 6a3b8440fbc373592c43657b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 64.05. Result ID: 6a3b8440fbc373592c436581. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 64.02. Result ID: 6a3b8440fbc373592c436588. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.82. Result ID: 6a3b8440fbc373592c436570. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.77. Result ID: 6a3b8440fbc373592c436579. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.75. Result ID: 6a3b8440fbc373592c436582. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.74. Result ID: 6a3b8440fbc373592c436580. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.30","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.67. Result ID: 6a3b8440fbc373592c436573. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"1.0","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.66. Result ID: 6a3b8440fbc373592c436589. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.64. Result ID: 6a3b8440fbc373592c43658a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.40","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.61. Result ID: 6a3b8440fbc373592c436578. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.20","Reference Std":"0.05","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.6. Result ID: 6a3b8440fbc373592c436572. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"0.7","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. ### AGAD Top-1 Accuracy: 63.4. Result ID: 6a3b8440fbc373592c436571. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reference Mean":"0.05","Reference Std":"0.4","Backbone":"VGG-11-BN","Evaluation Protocol":"Fine-tuned analog model"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.