# Image Classification on CIFAR-10-C Brightness (severity-averaged) (test) Source: [Image Classification on CIFAR-10-C Brightness (severity-averaged) (test)]() Collection index: [llms.txt]() Data updated: 2026-05-11T09:00:18.805Z Evaluation of Image Classification performance on the CIFAR-10-C test set, specifically reporting the accuracy averaged across all severity levels for the Brightness corruption type. 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 Brightness (severity-averaged) (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 | | --- | --- | --- | --- | | Zero-DCE++ | 86.15 | Not recorded | 6a016264dbc836b87d822f57 | | γ=3.0 | 85.92 | Not recorded | 6a016264dbc836b87d822f57 | | γ=2.2 | 85.78 | Not recorded | 6a016264dbc836b87d822f57 | | Baseline | 85.77 | Not recorded | 6a016264dbc836b87d822f57 | | Zero-DCE | 85.69 | Not recorded | 6a016264dbc836b87d822f57 | | γ=1.5 | 85.66 | Not recorded | 6a016264dbc836b87d822f57 | | GC-ART | 85.44 | Not recorded | 6a016264dbc836b87d822f57 | | HE | 82 | Not recorded | 6a016264dbc836b87d822f57 | | CLAHE | 75.1 | Not recorded | 6a016264dbc836b87d822f57 | ### Zero-DCE++ Accuracy: 86.15. Result ID: 6a019a8c47f34ce924e3a0d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Zero-DCE++"}. This record does not assert independent reproduction. ### γ=3.0 Accuracy: 85.92. Result ID: 6a019a8c47f34ce924e3a0d9. [Reporting paper]() Recorded evaluation configuration: {"Pre-proc.":"Gamma correction"}. This record does not assert independent reproduction. ### γ=2.2 Accuracy: 85.78. Result ID: 6a019a8c47f34ce924e3a0d8. [Reporting paper]() Recorded evaluation configuration: {"Pre-proc.":"Gamma correction"}. This record does not assert independent reproduction. ### Baseline Accuracy: 85.77. Result ID: 6a019a8c47f34ce924e3a0d1. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline"}. This record does not assert independent reproduction. ### Zero-DCE Accuracy: 85.69. Result ID: 6a019a8c47f34ce924e3a0d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Zero-DCE"}. This record does not assert independent reproduction. ### γ=1.5 Accuracy: 85.66. Result ID: 6a019a8c47f34ce924e3a0d7. [Reporting paper]() Recorded evaluation configuration: {"Pre-proc.":"Gamma correction"}. This record does not assert independent reproduction. ### GC-ART Accuracy: 85.44. Result ID: 6a019a8c47f34ce924e3a0d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GC-ART"}. This record does not assert independent reproduction. ### HE Accuracy: 82. Result ID: 6a019a8c47f34ce924e3a0d5. [Reporting paper]() Recorded evaluation configuration: {"Pre-proc.":"Histogram Equalization"}. This record does not assert independent reproduction. ### CLAHE Accuracy: 75.1. Result ID: 6a019a8c47f34ce924e3a0d6. [Reporting paper]() Recorded evaluation configuration: {"Pre-proc.":"CLAHE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.