# Image Classification on CIFAR-10 (Accuracy, Compression, Time, I' Score) Source: [Image Classification on CIFAR-10 (Accuracy, Compression, Time, I' Score)]() Collection index: [llms.txt]() Data updated: 2026-05-13T07:03:25.546Z Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting standard accuracy alongside model compression ratio, inference time, and I' Score. 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 | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Compression Ratio](): Higher is better; unit: SCALAR. - [Inference Time (ms)](): Lower is better; unit: TIME. - [I' Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Uniform Baseline | 79.81 | Not recorded | 6a04058cdbc836b87d8274eb | | Uniform PTQ (8-bit) | 79.68 | Not recorded | 6a04058cdbc836b87d8274eb | | QuIDE GA | 75.02 | Not recorded | 6a04058cdbc836b87d8274eb | | HAQ | 71.5 | Not recorded | 6a04058cdbc836b87d8274eb | | BRECQ | 67.3 | Not recorded | 6a04058cdbc836b87d8274eb | | Uniform PTQ (4-bit) | 58.18 | Not recorded | 6a04058cdbc836b87d8274eb | ### Uniform Baseline Accuracy: 79.81. Result ID: 6a0420b947f34ce924e97b2c. [Reporting paper]() Recorded evaluation configuration: {"Bit-width Topology":"32-32-32-32","Backbone":"SimpleCNN"}. This record does not assert independent reproduction. ### Uniform PTQ (8-bit) Accuracy: 79.68. Result ID: 6a0420b947f34ce924e97b2e. [Reporting paper]() Recorded evaluation configuration: {"Bit-width Topology":"8-8-8-8","Backbone":"SimpleCNN"}. This record does not assert independent reproduction. ### QuIDE GA Accuracy: 75.02. Result ID: 6a0420b947f34ce924e97b31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width Topology":"8-8-8-4","Backbone":"SimpleCNN"}. This record does not assert independent reproduction. ### HAQ Accuracy: 71.5. Result ID: 6a0420b947f34ce924e97b2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width Topology":"8-4-4-8","Backbone":"SimpleCNN","Note":"Re-implementation"}. This record does not assert independent reproduction. ### BRECQ Accuracy: 67.3. Result ID: 6a0420b947f34ce924e97b30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width Topology":"4-4-4-2","Backbone":"SimpleCNN","Note":"Estimated Bounds"}. This record does not assert independent reproduction. ### Uniform PTQ (4-bit) Accuracy: 58.18. Result ID: 6a0420b947f34ce924e97b2d. [Reporting paper]() Recorded evaluation configuration: {"Bit-width Topology":"4-4-4-4","Backbone":"SimpleCNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.