# Image Classification on CIFAR-10 (Df) Source: [Image Classification on CIFAR-10 (Df)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:45.988Z Evaluation of Image Classification performance on the CIFAR-10 (Df) dataset, reporting standard 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) | CIFAR-10 (Df) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Original Model | 99.92 | Not recorded | 68fa6ed41e209131cea42753 | | Original Model | 81.2 | Not recorded | 68fa6ed41e209131cea42753 | | Random Labels | 10.4 | Not recorded | 68fa6ed41e209131cea42753 | | Boundary Expanding | 8.96 | Not recorded | 68fa6ed41e209131cea42753 | | Negative Gradient | 7.84 | Not recorded | 68fa6ed41e209131cea42753 | | Random Labels | 7.5 | Not recorded | 68fa6ed41e209131cea42753 | | Boundary Expanding | 7 | Not recorded | 68fa6ed41e209131cea42753 | | Negative Gradient | 6.5 | Not recorded | 68fa6ed41e209131cea42753 | | Boundary Shrink | 5.94 | Not recorded | 68fa6ed41e209131cea42753 | | Boundary Shrink | 5.94 | Not recorded | 68fa6ed41e209131cea42753 | | Finetune | 0.22 | Not recorded | 68fa6ed41e209131cea42753 | | Finetune | 0.1 | Not recorded | 68fa6ed41e209131cea42753 | | Retrain | 0 | Not recorded | 68fa6ed41e209131cea42753 | | Retrain | 0 | Not recorded | 68fa6ed41e209131cea42753 | ### Original Model Accuracy: 99.92. Result ID: 69904f603a6c314849ffa090. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Original Model Accuracy: 81.2. Result ID: 69904f603a6c314849ffa09e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Labels Accuracy: 10.4. Result ID: 69904f603a6c314849ffa094. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Boundary Expanding Accuracy: 8.96. Result ID: 69904f603a6c314849ffa096. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Negative Gradient Accuracy: 7.84. Result ID: 69904f603a6c314849ffa093. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Labels Accuracy: 7.5. Result ID: 69904f603a6c314849ffa0a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Boundary Expanding Accuracy: 7. Result ID: 69904f603a6c314849ffa0a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Negative Gradient Accuracy: 6.5. Result ID: 69904f603a6c314849ffa0a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Boundary Shrink Accuracy: 5.94. Result ID: 69904f603a6c314849ffa095. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Boundary Shrink Accuracy: 5.94. Result ID: 69904f603a6c314849ffa0a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Finetune Accuracy: 0.22. Result ID: 69904f603a6c314849ffa092. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Finetune Accuracy: 0.1. Result ID: 69904f603a6c314849ffa0a0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain Accuracy: 0. Result ID: 69904f603a6c314849ffa091. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain Accuracy: 0. Result ID: 69904f603a6c314849ffa09f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.